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@@ -138,6 +138,7 @@ This list is for servers with a GitHub repo you install and run yourself. Lookin
### 🔗 Aggregators
Servers for accessing many apps and tools through a single MCP server.
+- [inth3shadows/terse](https://github.com/inth3shadows/terse) [](https://glama.ai/mcp/servers/inth3shadows/terse) 🐍 🏠 🍎 🪟 🐧 - Transparent proxy that sits in front of any other MCP server and shrinks its tool output before it reaches the model. Lossless by default — a denser encoding of the same bytes, with a round-trip gate asserting an exact inverse, so nothing is dropped or summarised. Repeated calls to the same tool emit a delta against the prior result instead of the whole payload. Per-tool opt-in, no decode step, no model in the loop. `uv tool install terse-mcp` then `terse proxy -- `
- [402signalhq/402signal](https://github.com/402signalhq/402signal) [](https://glama.ai/mcp/servers/402signalhq/402signal) 🐍 ☁️ - Checks and validates live x402 payment routes across Base, Solana and Algorand.
- [GarphenGate/moltline-mcp](https://github.com/GarphenGate/moltline-mcp) [](https://glama.ai/mcp/servers/GarphenGate/moltline-mcp) 🐍 ☁️ 🍎 🪟 🐧 - Bridge to Moltline Studio's hosted MCP servers: code review, agent governance, business math, regulatory deadlines, crypto tax lots, routing and optimization.
- [team886/findagent-mcp](https://github.com/team886/findagent-mcp) [](https://glama.ai/mcp/servers/team886/findagent-mcp) 📇 ☁️ - Marketplace of vetted agents with automated security scans plus human review, credential-to-host binding and sandboxed hosted code with default-deny egress.
@@ -283,12 +284,14 @@ MCP servers for creating, coordinating, and executing agreements: commitments, e
- [decision-anchor/mcp-server](https://github.com/decision-anchor/mcp-server) [](https://glama.ai/mcp/servers/decision-anchor/mcp-server) 📇 ☁️ - External anchoring layer that records AI agent accountability boundaries on both sides, without inspecting content or passing judgment.
- [elicitly/elicitly](https://github.com/elicitly/elicitly) [](https://glama.ai/mcp/servers/elicitly/elicitly) 🎖️ 📇 🏠 🍎 🪟 🐧 - Human-in-the-loop via MCP elicitation: native confirmation dialogs and typed forms from JSON schemas in the host, plus a check of supported features.
- [ianewsfr-a11y/ergonia](https://github.com/ianewsfr-a11y/ergonia) [](https://glama.ai/mcp/servers/ianewsfr-a11y/ergonia) 🎖️ 📇 ☁️ - Marketplace of verifiable tasks for AI agents: publish independently checkable tasks, submit work and build reputation, with actions in a hash-chained register.
+- [inamprotocol/inam-protocol](https://github.com/inamprotocol/inam-protocol/tree/main/mcp) [](https://glama.ai/mcp/servers/inamprotocol/inam-protocol) [](https://glama.ai/mcp/connectors/io.github.inamprotocol/inam-mcp) 🎖️ 📇 ☁️ - Look up AI agents' evidence-based reputation and record two-party signed work receipts, with operator-authorized verification and a Merkle transparency log.
- [Vladimir-Human/humanizer-ru](https://github.com/Vladimir-Human/humanizer-ru) [](https://glama.ai/mcp/servers/Vladimir-Human/humanizer-ru) 🏠 🪟 🍎 🐧 - Detect and normalize traces of machine generation in Russian text, without authorship verdicts.
- [humanforai/humanforai-mcp](https://github.com/humanforai/humanforai-mcp) [](https://glama.ai/mcp/servers/humanforai/humanforai-mcp) 🎖️ 📇 ☁️ - Hire human operators for tasks needing physical presence, perception or judgment: real-world verification, product testing, AI output review and errands.
- [gofrantic/frantic-mcp](https://github.com/gofrantic/frantic-mcp) [](https://glama.ai/mcp/servers/gofrantic/frantic-mcp) 📇 ☁️ - Public bounty board where AI agents claim funded bounties, deliver work and get paid in USDC on Base on acceptance, with a public receipt ledger.
- [lanekingsbery/open-task-relay-public](https://github.com/lanekingsbery/open-task-relay-public) [](https://glama.ai/mcp/servers/lanekingsbery/open-task-relay-public) 📇 ☁️ - Open Task Relay: bounded public-good tasks that AI agents can discover, complete, submit and independently verify.
- [t3ratech/market-pulse-mcp](https://github.com/t3ratech/market-pulse-mcp) [](https://glama.ai/mcp/servers/t3ratech/market-pulse-mcp) 🎖️ 📇 ☁️ - Evidence-graded index of where AI agents can earn: agent-work lanes graded A/B/C/F from recorded payouts, should-I-bid advice, a hash-chained evidence ledger and live agent job listings. Read-only, free without a key.
+- [tbernabo/forbiz-mcp](https://github.com/tbernabo/forbiz-mcp) [](https://glama.ai/mcp/servers/tbernabo/forbiz-mcp) 📇 ☁️ 🏠 🍎 🪟 🐧 - Forbiz, the CRM for AI agents: record commitments with the signal you expect back and by when, plus evidence and outcomes, so the next session or agent resumes the open commitment instead of duplicating it. Starts with no account; every write is attributed to the agent that made it.
- [TheRealDalaiLama/glyphdna-mcp](https://github.com/TheRealDalaiLama/glyphdna-mcp) [](https://glama.ai/mcp/servers/TheRealDalaiLama/glyphdna-mcp) 🐍 🏠 - Agent identity with self-held Ed25519 keys, verifiable multi-party meeting rooms with co-signed transcript receipts, and script provenance chains.
- [tribeunal/mcp-server](https://github.com/tribeunal/mcp-server) [](https://glama.ai/mcp/servers/tribeunal/mcp-server) 📇 ☁️ 🏠 - Community jury platform where humans and AI agents open cases, weigh evidence and vote together, with arbitration mode, verdict waiting and signed webhooks.
- [sttruji/mundane-mcp](https://github.com/sttruji/mundane-mcp) [](https://glama.ai/mcp/servers/sttruji/mundane-mcp) 🎖️ 🐍 ☁️ - Hire ID-verified people for errands, on-site photos, queue-sitting and in-person bookings, with escrow-backed offers, chat and proof-of-completion review.
@@ -312,6 +315,7 @@ Access and explore art collections, cultural heritage, and museum databases. Ena
- [abhiemj/manim-mcp-server](https://github.com/abhiemj/manim-mcp-server) 🐍 🏠 🪟 🐧 - Generate animations locally using Manim.
- [austenstone/myinstants-mcp](https://github.com/austenstone/myinstants-mcp) 📇 ☁️ 🏠 🍎 🪟 🐧 - Soundboard with meme sounds from myinstants.com: search, play and browse categories.
- [ahujasid/blender-mcp](https://github.com/ahujasid/blender-mcp) 🐍 - Connect AI assistants to Blender.
+- [JasmyLab-JANCTION/janction-render](https://github.com/JasmyLab-JANCTION/janction-render) [](https://glama.ai/mcp/servers/JasmyLab-JANCTION/janction-render) 🐍 ☁️ 🍎 🪟 🐧 - Render Blender scenes and 3D models (.blend, bpy scripts, GLB/glTF, FBX, USD, OBJ, STL) on cloud GPUs from AI agents: product shots, 360-degree turntables, animations and stills, with a tiled preview and a time estimate first. Remote MCP (OAuth) or stdio.
- [albertnahas/icogenie-mcp](https://github.com/albertnahas/icogenie-mcp) [](https://glama.ai/mcp/servers/@albertnahas/icogenie-mcp) 📇 ☁️ - Generate SVG icons from text descriptions with customizable styles.
- [alexzavialov/travel-art-mcp](https://github.com/alexzavialov/travel-art-mcp) [](https://glama.ai/mcp/servers/alexzavialov/travel-art-mcp) 📇 ☁️ - Art-tourism data: biennales (Venice, Whitney), art fairs (Art Basel, Frieze), major museum visitor guides and art trip recommendations.
- [aliafsahnoudeh/shahnameh-mcp-server](https://github.com/aliafsahnoudeh/shahnameh-mcp-server) 🐍 🏠 🍎 🪟 🐧 - Access the Shahnameh (Book of Kings), Ferdowsi's Persian epic poem, including sections, verses and explanations.
@@ -336,6 +340,7 @@ Access and explore art collections, cultural heritage, and museum databases. Ena
- [delmas41/gradusnotation](https://github.com/delmas41/gradusnotation) [](https://glama.ai/mcp/servers/delmas41/gradusnotation) 📇 ☁️ 🍎 🪟 🐧 - Render music notation as SVG, MusicXML and MIDI from a JSON score, analyze MusicXML harmonically and search a music-theory knowledge base.
- [diivi/aseprite-mcp](https://github.com/diivi/aseprite-mcp) 🐍 🏠 - Create pixel art using the Aseprite API.
- [djalal/quran-mcp-server](https://github.com/djalal/quran-mcp-server) 📇 ☁️ - Interact with the Quran.com corpus via its REST API.
+- [dokaNc/illugen-mcp](https://github.com/dokaNc/illugen-mcp) [](https://glama.ai/mcp/servers/dokaNc/illugen-mcp) 🐍 🏠 🪟 - Build, edit and render JangaFX IlluGen node graphs (procedural textures, VFX flipbooks): 157 node types, typed pin checks, curves, gradients, subgraphs, and invisible rendering through your own IlluGen.
- [drakonkat/wizzy-mcp-tmdb](https://github.com/drakonkat/wizzy-mcp-tmdb) 📇 ☁️ - Search and retrieve movie, TV show and person information from The Movie Database (TMDB) API.
- [effectustasi/autodesk-inventor-mcp](https://github.com/effectustasi/autodesk-inventor-mcp) [](https://glama.ai/mcp/servers/effectustasi/autodesk-inventor-mcp) 🐍 🏠 🪟 - Connect AI assistants to a live Autodesk Inventor session over COM: inspect bodies and features, find sliver faces in imported models, dry-run Unwrap, and script the Inventor API.
- [fatenava/fatenava-mcp](https://github.com/fatenava/fatenava-mcp) [](https://glama.ai/mcp/servers/fatenava/fatenava-mcp) 🎖️ 📇 🏠 ☁️ 🍎 🪟 🐧 - Destiny charting: BaZi, Zi Wei Dou Shu and Western astrology natal charts, with true solar time correction and Chinese, English, Japanese and Korean input.
@@ -350,6 +355,7 @@ Access and explore art collections, cultural heritage, and museum databases. Ena
- [hanshs474/kavel-mcp](https://github.com/hanshs474/kavel-mcp) [](https://glama.ai/mcp/servers/@hanshs474/kavel-mcp) 📇 🏠 🍎 🪟 🐧 - Discover Kavel's AI photo and video generators (hairstyles, figurines, pet portraits, yearbook photos, dance videos, HD restoration) and get tuned prompts.
- [jau123/MeiGen-AI-Design-MCP](https://github.com/jau123/MeiGen-AI-Design-MCP) [](https://glama.ai/mcp/servers/@jau123/mei-gen-ai-design-mcp) 📇 ☁️ 🏠 - Image generation and editing with a curated prompt library, prompt enhancement and routing across local ComfyUI, MeiGen Cloud and OpenAI-compatible APIs.
- [j-east/pixel-surgeon-mcp](https://github.com/j-east/pixel-surgeon-mcp) [](https://glama.ai/mcp/servers/j-east/pixel-surgeon-mcp) 📇 🏠 🍎 🪟 🐧 - Image and video generation, editing and region repair via Gemini 3.1 Flash Image, GPT Image 2, Grok Imagine and Veo 3, with style presets.
+- [kenzolika/yandex-music-mcp](https://github.com/kenzolika/yandex-music-mcp) [](https://glama.ai/mcp/servers/kenzolika/yandex-music-mcp) 🐍 ☁️ 🍎 🪟 🐧 - Unofficial Yandex Music server: search, likes, listening history, My Wave, similar tracks, public playlists by link, playlist management and export of your library to TXT/CSV.
- [khglynn/spotify-bulk-actions-mcp](https://github.com/khglynn/spotify-bulk-actions-mcp) 🐍 ☁️ - Bulk Spotify operations: confidence-scored song matching, batch playlist creation from CSV or podcast lists, and exports of your most-saved artists and albums.
- [labelgrid/labelgrid-mcp](https://github.com/labelgrid/labelgrid-mcp) [](https://glama.ai/mcp/servers/@labelgrid/labelgrid-mcp) 🎖️ 📇 ☁️ - Manage your LabelGrid music distribution catalog, releases, analytics and royalties.
- [leonardoca1/aesthetics-wiki-mcp](https://github.com/leonardoca1/aesthetics-wiki-mcp) [](https://glama.ai/mcp/servers/leonardoca1/aesthetics-wiki-mcp) 🐍 🏠 🍎 🪟 🐧 - Search, read and discover visual aesthetics such as cottagecore, dark academia, Y2K and goblincore from the Aesthetics Wiki.
@@ -360,6 +366,7 @@ Access and explore art collections, cultural heritage, and museum databases. Ena
- [noteboxd/mcp](https://github.com/noteboxd/mcp) [](https://glama.ai/mcp/servers/Noteboxd/mcp) 📇 ☁️ 🏠 - Query the Noteboxd fragrance encyclopedia for perfumes, notes, accords, brands, perfumers, reviews and charts.
- [joshseane/-nmlp-mcp](https://github.com/joshseane/-nmlp-mcp) [](https://glama.ai/mcp/servers/joshseane/-nmlp-mcp) 📇 ☁️ - First-edition book identification using points of issue, number-line decoding and publisher rules, plus New Mexico book-donation logistics.
- [ni-c/calibreweb-mcp](https://github.com/ni-c/calibreweb-mcp) [](https://glama.ai/mcp/servers/ni-c/calibreweb-mcp) 📇 🏠 - Read-only access to a self-hosted Calibre-Web or Calibre-Web Automated ebook library via OPDS: search, shelves, covers and per-format download links.
+- [ntworm/ableton-mcp-server](https://github.com/ntworm/ableton-mcp-server) [](https://glama.ai/mcp/servers/ntworm/ableton-mcp-server) 🐍 🏠 🍎 🪟 - Inspect and automate Ableton Live locally through a Python MIDI Remote Script, with MIDI editing, device control, audio analysis and groove tools.
- [OctoEverywhere/mcp](https://github.com/OctoEverywhere/mcp) #️⃣ ☁️ - 3D printer access: live printer state, webcam snapshots and printer control.
- [omni-mcp/isaac-sim-mcp](https://github.com/omni-mcp/isaac-sim-mcp) 📇 ☁️ - Natural-language control of NVIDIA Isaac Sim, Isaac Lab, OpenUSD and more, via a server and an extension.
- [Pantani/ableton-mind](https://github.com/Pantani/ableton-mind) [](https://glama.ai/mcp/servers/Pantani/ableton-mind) 📇 🏠 🍎 🪟 - Control Ableton Live through a local Remote Script bridge: inspect sets, create tracks, scenes and clips, load devices, apply music recipes and verify changes.
@@ -395,6 +402,7 @@ Access and explore art collections, cultural heritage, and museum databases. Ena
- [smeet666/mcp-bideetmusique](https://github.com/smeet666/mcp-bideetmusique) [](https://glama.ai/mcp/servers/smeet666/mcp-bideetmusique) 📇 ☁️ 🍎 🪟 🐧 - Search Bide & Musique's hand-catalogued collection of forgotten French songs by performer, title, writer, lyrics, label or year, and read full records.
### 📐 Architecture & Design
+- [AETumiApp/aetumi-mcp](https://github.com/AETumiApp/aetumi-mcp) [](https://glama.ai/mcp/servers/AETumiApp/aetumi-mcp) 📇 ☁️ - AETumi MCP — gateway for AI coding assistants (Claude Code, Cursor, Codex) to production-ready Three.js/WebGL 3D web components, templates and interactive scenes.
Design and visualize software architecture, system diagrams, and technical documentation. Enables AI models to generate professional diagrams and architectural documentation.
@@ -405,6 +413,7 @@ Design and visualize software architecture, system diagrams, and technical docum
- [builditwithgk/repo-cartographer](https://github.com/builditwithgk/repo-cartographer) [](https://glama.ai/mcp/servers/builditwithgk/repo-cartographer) 📇 🏠 🍎 🪟 🐧 - Turn a repo into Mermaid or Graphviz architecture diagrams from its file tree, import graph and entry points; also enforces architecture rules in CI.
- [BV-Venky/excalidraw-architect-mcp](https://github.com/BV-Venky/excalidraw-architect-mcp) [](https://glama.ai/mcp/servers/@BV-Venky/excalidraw-architect-mcp) 🐍 🏠 🍎 🪟 🐧 - Generate Excalidraw architecture diagrams with auto-layout, technology-aware component styling (databases, queues, caches) and stateful editing.
- [cisco-open/network-sketcher](https://github.com/cisco-open/network-sketcher) [](https://glama.ai/mcp/servers/cisco-open/network-sketcher) 🐍 🏠 🍎 🪟 🐧 - Local-first network design: create Cisco-style network master files, L1/L2/L3 topology diagrams, HTML viewers, device tables and AI context files.
+- [docsor1212/aesthete-agent](https://github.com/docsor1212/aesthete-agent) [](https://glama.ai/mcp/servers/docsor1212/aesthete-agent) 🐍 🏠 🍎 🪟 🐧 - Mechanically validated frontend aesthetics for coding agents: an evidence-ranked palette library, OKLCH harmony generation, WCAG 2.2 + APCA contrast gates, color-blind simulation and AI-slop detection; installable as an agent skill or MCP server via uvx.
- [Daksh-create349/Contradiction-MCP](https://github.com/Daksh-create349/Contradiction-MCP) [](https://glama.ai/mcp/servers/Daksh-create349/Contradiction-MCP) 📇 🏠 ☁️ 🍎 🪟 🐧 - Detect contradictions and architectural drift in Kubernetes manifests, READMEs, OpenAPI specs and Word docs, with deterministic scoring and resolution advice.
- [ejwhite7/brandkit-mcp](https://github.com/ejwhite7/brandkit-mcp) [](https://glama.ai/mcp/servers/ejwhite7/brandkit-mcp) 📇 🏠 🍎 🪟 🐧 - Expose a company's design system (colors, typography, logos, components, guidelines, CSS tokens) to AI tools, parsed from CSS, Markdown, PDF, SVG and fonts.
- [erajasekar/ai-diagram-maker-mcp](https://github.com/erajasekar/ai-diagram-maker-mcp) [](https://glama.ai/mcp/servers/erajasekar/ai-diagram-maker-mcp) 📇 ☁️ 🏠 🍎 🪟 🐧 - AI Diagram Maker: generate flowcharts, sequence diagrams, ERDs, architecture, UML and mind maps from text, code, ASCII, images or Mermaid, rendered inline.
@@ -419,11 +428,14 @@ Design and visualize software architecture, system diagrams, and technical docum
- [Narasimhaponnada/mermaid-mcp](https://github.com/Narasimhaponnada/mermaid-mcp) 📇 ☁️ 🍎 🪟 🐧 - Mermaid diagram generation (flowcharts, sequence, class, ER, architecture and state diagrams) with templates, layout engines and SVG/PNG/PDF export.
- [ng-galien/maket](https://github.com/ng-galien/maket) [](https://glama.ai/mcp/servers/ng-galien/maket) 📇 🏠 🍎 🪟 🐧 - Local-first design workspace: compose wireframes and branded multi-page HTML/CSS docs with live preview, brand and asset libraries, validation and PDF export.
- [odd-Innocent/den_archi_mcp](https://github.com/odd-Innocent/den_archi_mcp) [](https://glama.ai/mcp/servers/odd-Innocent/den_archi_mcp) 🎖️ 🐍 ☁️ - Korean architecture, engineering and construction knowledge: KDS, KCS and KS standards, statutes and expertise in one graph, with answers citing clauses.
+- [patrickchugh/terravision](https://github.com/patrickchugh/terravision) [](https://glama.ai/mcp/servers/patrickchugh/terravision) 🐍 🏠 🍎 🪟 🐧 - Draw cloud architecture diagrams with the official AWS, Azure and GCP icons from a plain description, a JSON graph or Terraform code, with VPC, subnet and zone grouping. PNG, SVG and editable draw.io output.
- [posecode-dev/posecode](https://github.com/posecode-dev/posecode) [](https://glama.ai/mcp/servers/posecode-dev/posecode) 📇 🏠 🍎 🪟 🐧 - Text language for human movement that LLMs can write, rendered as an anatomically constrained 3D human figure in the browser.
+- [PRIDA-TAKON/debim](https://github.com/PRIDA-TAKON/debim) [](https://glama.ai/mcp/servers/PRIDA-TAKON/debim) 🐍 🏠 🍎 🪟 🐧 - Declarative BIM / Building-as-Code engine: model buildings in YAML, compute deterministic QTO/cost estimations, compile to IFC4, and view interactive 3D WebGL models.
- [rdanieli/tentra-mcp](https://github.com/rdanieli/tentra-mcp) [](https://glama.ai/mcp/servers/rdanieli/tentra-mcp) 📇 ☁️ 🏠 🍎 🪟 🐧 - Describe systems in natural language to get interactive architecture diagrams, export to frameworks like Spring Boot, FastAPI and Terraform, and detect drift.
- [RedHold/diagrams-mcp-app-core](https://github.com/RedHold/diagrams-mcp-app-core) [](https://glama.ai/mcp/servers/RedHold/diagrams-mcp-app-core) 🎖️ 📇 ☁️ 🍎 🪟 🐧 - Generate and edit draw.io cloud architecture diagrams from prompts, Terraform or Kubernetes manifests, fix Well-Architected warnings and export to SVG.
- [RNVizion/rnv-color-mcp](https://github.com/RNVizion/rnv-color-mcp) [](https://glama.ai/mcp/servers/RNVizion/rnv-color-mcp) 🐍 ☁️ - Mix colors (including Kubelka-Munk paint physics), convert formats, generate harmonies and save named palettes, resolving hex, CSS and brand color names.
- [Roberton003/mcp-server-decisions](https://github.com/Roberton003/mcp-server-decisions) [](https://glama.ai/mcp/servers/Roberton003/mcp-server-decisions) 🐍 🏠 🍎 🪟 🐧 - Architectural decision tracking with testable predictions and outcome gates, stored in append-only JSONL.
+- [swebsy/MCP](https://github.com/swebsy/MCP) [](https://glama.ai/mcp/servers/swebsy/MCP) 🎖️ 📇 🏠 🍎 🪟 🐧 - Build and edit real websites from the coding agent you already pay for — no per-token AI fees. Browse the template catalogue, create and open a site, rewrite sections, add and link pages, insert blocks, keep reusable symbols in sync, screenshot any viewport, and export static HTML/CSS/JS. Drives an open Swebsy Studio tab over a local `127.0.0.1` WebSocket relay; nothing is proxied through our servers and Studio redacts secrets before anything crosses the bridge. Install via NPM: `npx -y @swebsy/mcp setup`
- [Tommkruix/archprint](https://github.com/Tommkruix/archprint) [](https://glama.ai/mcp/servers/Tommkruix/archprint) 📇 🏠 🍎 🐧 - Report the architecture rules a TypeScript repo already follows, inferred from its import graph, with the evidence for each, and check whether a change breaks them.
- [tomyangod/architecture_viewer](https://github.com/tomyangod/architecture_viewer) [](https://glama.ai/mcp/servers/tomyangod/architecture_viewer) 📇 🏠 🍎 🪟 🐧 - Local architecture gate and CLI that diffs AI edits against git HEAD to detect new cross-layer dependencies and structural changes.
- [uxloom-dev/uxloom](https://github.com/uxloom-dev/uxloom) [](https://glama.ai/mcp/servers/uxloom-dev/uxloom) 📇 🏠 🍎 🪟 🐧 - UI/UX validation: model user journeys as state machines, find missing states, contrast and touch-target issues, and verify code against the design contract.
@@ -450,6 +462,7 @@ Design and visualize software architecture, system diagrams, and technical docum
- [kushaim/practice-fusion-mcp](https://github.com/kushaim/practice-fusion-mcp) [](https://glama.ai/mcp/servers/kushaim/practice-fusion-mcp) 📇 🏠 - Read-only FHIR access to the Practice Fusion EHR: search patients and review appointments, conditions, medications and lab results.
- [mgnirck/lecka-mcp](https://github.com/mgnirck/lecka-mcp) 📇 ☁️ - Race nutrition planning for endurance athletes: carb, sodium and fluid targets plus Lecka product recommendations by race type, conditions and weight.
- [MyMedi-AI/mymedi-ai-mcp-server](https://github.com/MyMedi-AI/mymedi-ai-mcp-server) [](https://glama.ai/mcp/servers/OFODevelopment/mymedi-ai-mcp-server) 📇 ☁️ - Healthcare billing: ICD-10, CPT and HCPCS code lookup, prior authorization prediction, claims validation, denial-risk scoring and HIPAA compliance auditing.
+- [openreadout/openreadout](https://github.com/openreadout/openreadout) [](https://glama.ai/mcp/servers/openreadout/openreadout) 🦀 🏠 🍎 🪟 🐧 - Lets agents read raw lab-instrument files without vendor software: microscopy, mass spectrometry, chromatography, flow cytometry, NMR, electrophysiology, plate readers and qPCR. Returns metadata, images, spectra and traces as JSON, checks files for damage, and converts them to open formats (OME-TIFF, OME-Zarr, mzML, Parquet).
- [SEOSiri-Official/biorobotics](https://github.com/SEOSiri-Official/biorobotics) [](https://glama.ai/mcp/servers/SEOSiri-Official/biorobotics) 🐍 🏠 🍎 🪟 🐧 - Bio-robotics engine that converts biological data from the UniProt API into Cartesian G-code coordinates.
- [salwks/mcp-techTrend](https://github.com/salwks/mcp-techTrend) [](https://glama.ai/mcp/servers/salwks/mcp-techTrend) 🐍 🏠 - Academic, code and medical-regulatory trend monitoring across arXiv, PubMed, GitHub, Hugging Face and openFDA, with newspaper-style briefings.
- [NyxToolsDev/dicom-hl7-mcp-server](https://github.com/NyxToolsDev/dicom-hl7-mcp-server) [](https://glama.ai/mcp/servers/NyxToolsDev/dicom-hl7-mcp-server) 🐍 🏠 - Bridge DICOM, HL7v2 and FHIR: cross-standard mapping, Mirth Connect channel generation, vendor private tag decoding and integration patterns.
@@ -465,7 +478,9 @@ Design and visualize software architecture, system diagrams, and technical docum
- [pkotecha-eng/aria-mcp-server](https://github.com/pkotecha-eng/aria-mcp-server) [](https://glama.ai/mcp/servers/pkotecha-eng/aria-mcp-server) 🐍 - Clinical research tools for trial coordinators and life sciences teams: real-time access to PubMed and ClinicalTrials.gov.
- [pubspro/pubmed-search](https://github.com/pubspro/pubmed-search) [](https://glama.ai/mcp/servers/pubspro/pubmed-search) 📇 ☁️ - Search PubMed and summarize biomedical literature.
- [Rajskij/oura-mcp](https://github.com/Rajskij/oura-mcp) [](https://glama.ai/mcp/servers/Rajskij/oura-mcp) 📇 ☁️ 🏠 - Read-only, self-hosted access to Oura Ring sleep, readiness, activity, stress and heart rate data.
+- [DynamicsNinja/garminconnect-js](https://github.com/DynamicsNinja/garminconnect-js) [](https://glama.ai/mcp/servers/DynamicsNinja/garminconnect-js) 📇 ☁️ 🏠 - Garmin Connect data in your assistant: sleep, HRV, training readiness, activities, workouts, weight and more across 193 tools. Use the free hosted connector (https://garmin.ficdev.xyz/claude) or run it locally via npm or the Claude Desktop extension.
- [rewire-bio/genomics-mcp](https://github.com/rewire-bio/genomics-mcp) [](https://glama.ai/mcp/servers/rewire-bio/genomics-mcp) 🐍 🏠 🍎 🐧 - Discover EGA, ENA, ENCODE, GEO and NCBI datasets; retrieve bounded reads, variants, sequence and signal from indexed genomic files; and query versioned reference evidence.
+- [sachinbkale27/label-image-mcp](https://github.com/sachinbkale27/label-image-mcp) [](https://glama.ai/mcp/servers/sachinbkale27/label-image-mcp) 🐍 🏠 ☁️ 🍎 🪟 🐧 - Manage images and annotations in the Image Label annotation tool (histopathology, microscopy): bulk upload, annotation clean-up and COCO/YOLO dataset export.
- [SidneyBissoli/medical-terminologies-mcp](https://github.com/SidneyBissoli/medical-terminologies-mcp) [](https://glama.ai/mcp/servers/SidneyBissoli/medical-terminologies-mcp) 📇 ☁️ 🏠 🍎 🪟 🐧 - Look up medical terminologies: ICD-11, LOINC, RxNorm, MeSH, ATC, Brazil's CID-10 (DataSUS) and optionally SNOMED CT.
- [sikcapri/superglookoquery](https://github.com/sikcapri/superglookoquery) [](https://glama.ai/mcp/servers/sikcapri/superglookoquery) 📇 🏠 ☁️ 🍎 🪟 - Clinical audit of Glooko diabetes data from any pump or CGM: time in range, GMI, trends and bolus/basal analysis, adapting to the data your devices report.
- [smaniches/alphafold-sovereign-mcp](https://github.com/smaniches/alphafold-sovereign-mcp) [](https://glama.ai/mcp/servers/smaniches/alphafold-sovereign-mcp) 🐍 🏠 ☁️ 🍎 🪟 🐧 - AlphaFold DB and other public biomedical sources in a local SQLite knowledge graph for structure confidence, variants, diseases, drug targets and orthology.
@@ -475,6 +490,7 @@ Design and visualize software architecture, system diagrams, and technical docum
- [thehealthai/clarity-mcp](https://github.com/thehealthai/clarity-mcp) [](https://glama.ai/mcp/servers/thehealthai/clarity-mcp) 📇 ☁️ - Condition-aware safety checks for ingredients, products and supplements, with cited evidence verdicts, claim fact-checking and FDA recall lookup.
- [thehealthai/fda-risk-radar-mcp](https://github.com/thehealthai/fda-risk-radar-mcp) [](https://glama.ai/mcp/servers/thehealthai/fda-risk-radar-mcp) 📇 ☁️ - FDA and NHTSA regulatory risk data: device compliance risk, 510(k) evidence, predicate chains, postmarket signals, reimbursement pathways and vehicle safety.
- [thelongevityvault/decoder-3am-mcp](https://github.com/thelongevityvault/decoder-3am-mcp) [](https://glama.ai/mcp/servers/thelongevityvault/decoder-3am-mcp) 📇 ☁️ - Classify the likely biological cause of 3am wakeups from symptom descriptions using The Longevity Vault's five-cause framework.
+- [tylergibbs1/backwork-mcp](https://github.com/tylergibbs1/backwork-mcp) [](https://glama.ai/mcp/servers/tylergibbs1/backwork-mcp) 📇 ☁️ - Medicare and commercial payer medical policy, prior authorization checks, claim risk and medical code lookup with cited sources, via hosted OAuth remote or local stdio.
- [wso2/fhir-mcp-server](https://github.com/wso2/fhir-mcp-server) 🐍 🏠 ☁️ - Search, retrieve, create, update and analyze clinical data via FHIR APIs, with SMART-on-FHIR authentication.
- [wjgoarxiv/pymol-mcp](https://github.com/wjgoarxiv/pymol-mcp) [](https://glama.ai/mcp/servers/wjgoarxiv/pymol-mcp) 🐍 🏠 🍎 🪟 🐧 - Headless PyMOL for molecular visualization, GROMACS/LAMMPS trajectories and clathrate-hydrate cage analysis, including H-bond networks and order parameters.
@@ -487,6 +503,7 @@ Web content access and automation capabilities. Enables searching, scraping, and
- [acunningham-ship-it/veilbrowser](https://github.com/acunningham-ship-it/veilbrowser) [](https://glama.ai/mcp/servers/acunningham-ship-it/veilbrowser) 📇 🐍 🏠 - Stealth automation of unmodified Chrome over raw CDP, using accessibility-tree element refs; can attach to a running Chrome to reuse logged-in sessions.
- [aethynio/aethyn-browser-mcp](https://github.com/aethynio/aethyn-browser-mcp) [](https://glama.ai/mcp/servers/aethynio/aethyn-browser-mcp) 📇 🏠 - Drive a local Playwright browser through residential proxies with a chosen exit country or city and a sticky identity per task.
- [agent-infra/mcp-server-browser](https://github.com/bytedance/UI-TARS-desktop/tree/main/packages/agent-infra/mcp-servers/browser) 📇 🏠 - Browser automation using Puppeteer, supporting local and remote browser connections.
+- [Agent360dk/browser-mcp](https://github.com/Agent360dk/browser-mcp) [](https://glama.ai/mcp/servers/Agent360dk/browser-mcp) 📇 🏠 - Control your real, logged-in Chrome browser via an extension, with multiple concurrent color-coded sessions.
- [Ahtasham00/tactab](https://github.com/Ahtasham00/tactab) [](https://glama.ai/mcp/servers/Ahtasham00/tactab) 📇 🏠 - Tactile browser control and multimodal visual vision MCP bridge for Google Chrome.
- [AishwaryShrivastav/vibe-testing](https://github.com/AishwaryShrivastav/vibe-testing) [](https://glama.ai/mcp/servers/AishwaryShrivastav/vibe-testing) 📇 🏠 🍎 🪟 🐧 - Code-aware browser testing that reads routes, forms and existing tests, runs Playwright scenarios, and keeps regression history and screenshot reports.
- [alex-on-ai/WebReaper](https://github.com/alex-on-ai/WebReaper) [](https://glama.ai/mcp/servers/alex-on-ai/WebReaper) #️⃣ 🏠 🍎 🪟 🐧 - Web scraper that returns clean Markdown, distributed as a single binary.
@@ -513,6 +530,7 @@ Web content access and automation capabilities. Enables searching, scraping, and
- [Cubenest/rrweb-stack](https://github.com/Cubenest/rrweb-stack) [](https://glama.ai/mcp/servers/Cubenest/rrweb-stack) 📇 🏠 - Record your authenticated browser session (rrweb DOM, console, network) to local SQLite with PII masking, so coding agents can query it or drive the browser.
- [Custodia-Admin/pagebolt-mcp](https://github.com/Custodia-Admin/pagebolt-mcp) [](https://glama.ai/mcp/servers/Custodia-Admin/pagebolt-mcp) 📇 ☁️ - Generate screenshots, PDFs, OG images and narrated video recordings.
- [dashi96/chromium-bridge](https://github.com/dashi96/chromium-bridge) [](https://glama.ai/mcp/servers/@dashi96/chromium-bridge) 📇 🏠 🍎 🪟 🐧 - Control Chromium-based browsers such as Arc, Vivaldi and Brave via an extension: navigate, click, read pages, run JavaScript and record GIFs.
+- [DevHusnainAi/zerodom](https://github.com/DevHusnainAi/zerodom) [](https://glama.ai/mcp/servers/DevHusnainAi/zerodom) 🐍 📇 🏠 - Deterministic attack-surface perception for AI security agents. Attaches over `chrome.debugger` to the Chrome you're already logged into (cookies, MFA and SSO already done) and turns the live page into a short numbered interaction graph an agent can act on (`[03] button 'Sign In'`), with CSS selectors kept server-side and out of the model's context. Cross-identity tools (`compare_identities`, `replay`) flag a byte-identical response across two logged-in users as a cross-tenant IDOR, and `scan` maps the attack surface from the CLI. No LLM in the parse; 71% fewer tokens than Playwright's ARIA snapshot mode.
- [dmytrome/groundhog](https://github.com/dmytrome/groundhog) [](https://glama.ai/mcp/servers/dmytrome/groundhog) 🐍 🏠 🍎 🪟 🐧 - Web search, reading and research through stealth-patched Chrome: strips hidden text, ranks passages across sources and returns SHA-256 provenance receipts.
- [eat-pray-ai/yutu](https://github.com/eat-pray-ai/yutu) 🏎️ 🏠 🍎 🐧 🪟 - Automate YouTube operations, also available as a CLI.
- [Eric-huang799/duplex](https://github.com/Eric-huang799/duplex) [](https://glama.ai/mcp/servers/Eric-huang799/duplex) 📇 🏠 🍎 🪟 🐧 - A browser shared by a human and an AI — same tabs, same live session; 24 MCP tools (snapshot, click, type, screenshot, tabs, annotations), built-in models or any MCP client, Esc takeover.
@@ -535,6 +553,7 @@ Web content access and automation capabilities. Enables searching, scraping, and
- [LeonTing1010/tap](https://github.com/LeonTing1010/tap) [](https://glama.ai/mcp/servers/LeonTing1010/tap) 📇 🏠 🍎 🪟 🐧 - Compile browser automation into deterministic plans that run in your logged-in Chrome without runtime LLM calls, detecting drift when sites change.
- [lespaceman/agent-web-interface](https://github.com/lespaceman/agent-web-interface) [](https://glama.ai/mcp/servers/lespaceman/agent-web-interface) 📇 🏠 🍎 🪟 🐧 - Token-efficient browser automation: semantic page snapshots and stable element IDs instead of raw DOM or screenshots, driving Chrome over CDP.
- [markmircea/Selenix-MCP-Server](https://github.com/markmircea/Selenix-MCP-Server) [](https://glama.ai/mcp/servers/markmircea/Selenix-MCP-Server) 📇 🏠 🍎 🪟 🐧 - Create, run, debug and manage Selenix browser automation tests through natural language.
+- [IGELHARINE/CDPM](https://github.com/IGELHARINE/CDPM) [](https://glama.ai/mcp/servers/IGELHARINE/CDPM) 📇 🏠 🍎 🪟 - Numbered, logged-in Chrome slots (1-30) driven over raw CDP that several Claude Code sessions and subagents share, with per-tab command queues, agent-to-agent messages, and recovery after reboots and Chrome updates.
- [ilien-dev/svipall](https://github.com/ilien-dev/svipall) [](https://glama.ai/mcp/servers/ilien-dev/svipall) 🦀 🏠 🍎 🪟 🐧 - Local-first web reading escalating from HTTP to a real browser when blocked: clean Markdown, site crawls, search, row extraction and local CAPTCHA handling.
- [imprvhub/mcp-browser-agent](https://github.com/imprvhub/mcp-browser-agent) 📇 🏠 - Autonomous browser automation.
- [kimtaeyoon83/mcp-server-youtube-transcript](https://github.com/kimtaeyoon83/mcp-server-youtube-transcript) 📇 ☁️ - Fetch YouTube subtitles and transcripts for AI analysis.
@@ -546,9 +565,12 @@ Web content access and automation capabilities. Enables searching, scraping, and
- [Lyosis/claudeForSafari](https://github.com/Lyosis/claudeForSafari) [](https://glama.ai/mcp/servers/Lyosis/claudeForSafari) 📇 🏠 🍎 - Control Safari via a web extension: navigate, read pages, click elements, fill forms and manage tabs, without Playwright or WebDriver.
- [lyrenth/lyrenth-mcp](https://github.com/lyrenth/lyrenth-mcp) [](https://glama.ai/mcp/servers/lyrenth/lyrenth-mcp) 📇 🏠 - Read any URL as a clean AIDocument (Markdown plus structure) through Lyrenth's cached index.
- [maccydee/cute-web-scraper](https://github.com/maccydee/cute-web-scraper) [](https://glama.ai/mcp/servers/maccydee/cute-web-scraper) 🐍 🏠 🍎 🪟 🐧 - Web scraping with escalating fetch tiers on detected blocks, returning clean Markdown or saving large scrapes to SQLite for read-only SQL queries.
+- [maemreyo/zamery-browser](https://github.com/maemreyo/zamery-browser) [](https://glama.ai/mcp/servers/maemreyo/zamery-browser) 📇 🏠 🍎 - Use the Firefox you already use, including logged-in tabs, while agents can access only tabs or tab groups you explicitly share. [npm](https://www.npmjs.com/package/@zamery/browser-mcp) · [MCP Registry](https://registry.modelcontextprotocol.io/?q=io.github.maemreyo%2Fzamery-browser)
- [MathiasPaulenko/wavexis-mcp](https://github.com/MathiasPaulenko/wavexis-mcp) [](https://glama.ai/mcp/servers/MathiasPaulenko/wavexis-mcp) 🐍 🏠 🍎 🪟 🐧 - Browser automation for your existing Chrome or Firefox via CDP and BiDi, with stealth mode, Lighthouse audits, YAML action batching and raw protocol access.
- [microsoft/playwright-mcp](https://github.com/microsoft/playwright-mcp) - Playwright browser automation: interact with web pages through structured accessibility snapshots.
+- [Miladmet/quickcast-mcp](https://github.com/Miladmet/quickcast-mcp) [](https://glama.ai/mcp/servers/Miladmet/quickcast-mcp) 📇 🏠 🍎 🪟 🐧 - Screen-to-Action Protocol: Turn screen recordings directly into automated Playwright E2E reproduction tests, structured GitHub bug reports with video timestamps, and SOP walkthroughs.
- [Mingye-Lu/AgenticCrawler](https://github.com/Mingye-Lu/AgenticCrawler) [](https://glama.ai/mcp/servers/Mingye-Lu/AgenticCrawler) 🦀 🏠 🍎 🪟 🐧 - Autonomous, goal-driven LLM web crawler with stealth browsing, distributed as a single binary.
+- [morfiade-app/morfiade-mcp](https://github.com/morfiade-app/morfiade-mcp) [](https://glama.ai/mcp/servers/morfiade-app/morfiade-mcp) 🎖️ 🐍 🏠 🪟 - Manage local Chrome profiles, each with its own cookies, sessions and proxy: create, launch and stop them, assign and check proxies, tags, notes and trash with restore. Only whitelisted profiles are visible and there is no cookie-reading tool. Requires the Morfiade desktop app (Windows).
- [ndthanhdev/mcp-browser-kit](https://github.com/ndthanhdev/mcp-browser-kit) 📇 🏠 - Interact with your local browsers.
- [nnemirovsky/iwdp-mcp](https://github.com/nnemirovsky/iwdp-mcp) [](https://glama.ai/mcp/servers/nnemirovsky/iwdp-mcp) 🏎️ 🏠 🍎 🐧 - iOS Safari debugging via ios-webkit-debug-proxy with WebKit Inspector Protocol support: DOM, CSS, network, storage, debugger and more.
- [olostep/olostep-mcp-server](https://github.com/olostep/olostep-mcp-server) 📇 ☁️ - Web scraping, crawling and search API: extract content as Markdown or JSON, batch-process URLs and get answers with citations.
@@ -572,10 +594,12 @@ Web content access and automation capabilities. Enables searching, scraping, and
- [seleniumboot/selenium-mcp](https://github.com/seleniumboot/selenium-mcp) [](https://glama.ai/mcp/servers/seleniumboot/selenium-mcp) 🐍 🏠 🍎 🪟 🐧 - Selenium WebDriver automation with assertions and self-healing locators, plus code generation for Java, Python and C# test frameworks and CI pipelines.
- [Silbercue/public-browser](https://github.com/Silbercue/public-browser) [](https://glama.ai/mcp/servers/Silbercue/public-browser) 📇 🐍 🏠 🍎 🪟 🐧 - Chrome automation over raw CDP with multiple tabs, cached accessibility-tree refs, server-side multi-step flow execution and a Python scripting API.
- [site-shot/site-shot-mcp](https://github.com/site-shot/site-shot-mcp) [](https://glama.ai/mcp/servers/site-shot/site-shot-mcp) 📇 ☁️ - Website screenshots via Chromium with full-page capture, country-specific proxies and automatic ad and cookie-banner removal.
+- [SnapBlock/hai-browser](https://github.com/SnapBlock/hai-browser) [](https://glama.ai/mcp/servers/SnapBlock/hai-browser) 📇 🏠 🍎 🐧 - Let coding agents drive VS Code's Integrated Browser alongside you: snapshots, mouse and keyboard, forms, tabs, screenshots, console and network logs, a visible agent cursor, and click-to-source for React (Vite, Next.js).
- [snapshot-site/snapshot-site-mcp](https://github.com/snapshot-site/snapshot-site-mcp) [](https://glama.ai/mcp/servers/snapshot-site/snapshot-site-mcp) 📇 ☁️ - Capture any URL as PNG, JPEG, WebP, PDF or HTML, diff page versions to catch visual regressions, and get AI page summaries.
- [SolveGate/solvegate-mcp](https://github.com/SolveGate/solvegate-mcp) [](https://glama.ai/mcp/servers/SolveGate/solvegate-mcp) 🎖️ 📇 ☁️ - Detect and solve Cloudflare Turnstile challenges: inspect whether a page uses Turnstile or another CAPTCHA and get a solved token when needed.
- [swimmwatch/cloakbrowser-mcp](https://github.com/swimmwatch/cloakbrowser-mcp) [](https://glama.ai/mcp/servers/swimmwatch/cloakbrowser-mcp) 📇 🏠 🍎 🪟 🐧 - Playwright MCP-compatible browser automation using CloakBrowser Chromium.
- [sylin-org/ghostlight](https://github.com/sylin-org/ghostlight) [](https://glama.ai/mcp/servers/sylin-org/ghostlight) 🦀 🏠 🪟 🐧 - Visible local browser automation in your signed-in Chromium profile, with recovery and optional policy and audit controls.
+- [tech-lead-bunny/agenteyes-mcp](https://github.com/tech-lead-bunny/agenteyes-mcp) [](https://glama.ai/mcp/servers/tech-lead-bunny/agenteyes-mcp) 📇 🏠 🍎 🪟 🐧 - Give coding agents real eyes: one tool call returns a screenshot PNG plus the accessibility tree and page text; segment_height paginates long pages into readable tiles.
- [trueoriginlabs/vibatchium](https://github.com/trueoriginlabs/vibatchium) [](https://glama.ai/mcp/servers/trueoriginlabs/vibatchium) 🐍 🏠 🐧 - Self-hosted stealth Chrome automation via Patchright: parallel persistent profiles, encrypted credential vault with 2FA, and prompt-injection scanning.
- [User0856/snaprender-mcp](https://github.com/User0856/snaprender-integrations/tree/main/mcp-server) [](https://glama.ai/mcp/servers/@User0856/snaprender-mcp) 📇 ☁️ - Capture websites as PNG, JPEG, WebP or PDF with device emulation, dark mode, ad blocking and cookie banner removal.
- [copperline-labs/rendex-mcp](https://github.com/copperline-labs/rendex-mcp) [](https://glama.ai/mcp/servers/copperline-labs/rendex-mcp) 📇 ☁️ - Render any URL or raw HTML as PNG, JPEG, WebP or PDF, with batch processing, geo-targeting and async webhooks.
@@ -593,18 +617,24 @@ Web content access and automation capabilities. Enables searching, scraping, and
Cloud platform service integration. Enables management and interaction with cloud infrastructure and services.
+- [AIops-tools/Ceph-AIops](https://github.com/AIops-tools/Ceph-AIops) [](https://glama.ai/mcp/servers/AIops-tools/Ceph-AIops) 🐍 🏠 - Governed Ceph storage operations via the ceph-mgr Dashboard REST API — HEALTH_WARN root-cause analysis, OSD/PG/pool/RBD/CephFS/RGW, recovery, and capacity (37 tools) with unbypassable audit logging (MCP + CLI), budget/runaway guards, dry-run, and undo/rollback.
- [dockndevai/mcp-keycloak](https://github.com/dockndevai/mcp-keycloak) [](https://glama.ai/mcp/servers/dockndevai/mcp-keycloak) 📇 🏠 🍎 🪟 🐧 - Keycloak multi-realm admin (users, clients, roles, groups) — safe-by-default access modes, realm allowlists, protected realms, delete gating, dry-run, and audit logging. `npx -y @dockndevai/mcp-keycloak`
- [dockndevai/mcp-kubernetes](https://github.com/dockndevai/mcp-kubernetes) [](https://glama.ai/mcp/servers/dockndevai/mcp-kubernetes) 📇 🏠 🍎 🪟 🐧 - Multi-cluster Kubernetes monitoring and operations with safe access modes, namespace allowlists, gated delete/apply/exec, dry-run and audit logging.
+- [AIops-tools/Container-Host-AIops](https://github.com/AIops-tools/Container-Host-AIops) [](https://glama.ai/mcp/servers/AIops-tools/Container-Host-AIops) 🐍 🏠 - Governed Docker + Portainer container-host operations (non-Kubernetes) — restart-loop and resource-pressure RCA, image/volume bloat, and guardrailed lifecycle writes (38 tools) with unbypassable audit logging (MCP + CLI), budget/runaway guards, dry-run, and undo/rollback.
- [AIops-tools/K8s-AIops](https://github.com/AIops-tools/K8s-AIops) [](https://glama.ai/mcp/servers/AIops-tools/K8s-AIops) 🐍 🏠 - Governed Kubernetes operations for k3s, EKS, GKE and AKS: workloads, jobs, config, storage, networking and rollouts, with audit logging, dry-run and rollback.
- [dockndevai/mcp-oci](https://github.com/dockndevai/mcp-oci) [](https://glama.ai/mcp/servers/dockndevai/mcp-oci) 📇 🏠 🍎 🪟 🐧 - Read-only Oracle Cloud (OCI) resource discovery, dependency mapping and reproducible Terraform generation, with secret redaction.
- [dockndevai/mcp-azure](https://github.com/dockndevai/mcp-azure) [](https://glama.ai/mcp/servers/dockndevai/mcp-azure) 📇 🏠 🍎 🪟 🐧 - Azure Resource Manager inventory, tags and VM lifecycle management, with resource-group allowlists, delete gating and typed confirmation.
- [dockndevai/mcp-openshift](https://github.com/dockndevai/mcp-openshift) [](https://glama.ai/mcp/servers/dockndevai/mcp-openshift) 📇 🏠 🍎 🪟 🐧 - OpenShift and Kubernetes operations on pods, deployments, routes and builds, with access modes, namespace allowlists, dry-run and Secret redaction.
- [4everland/4everland-hosting-mcp](https://github.com/4everland/4everland-hosting-mcp) 🎖️ 📇 🏠 🍎 🐧 - Deploy AI-generated code to decentralized storage networks such as Greenfield, IPFS and Arweave via 4EVERLAND Hosting.
+- [AAR-Labs/snapdeploy-mcp](https://github.com/AAR-Labs/snapdeploy-mcp) [](https://glama.ai/mcp/servers/AAR-Labs/snapdeploy-mcp) 📇 ☁️ - Deploy and manage SnapDeploy apps (Docker containers on AWS) from Claude Code, Cursor, Codex or Gemini CLI: builds, logs, env vars, add-ons, domains
- [adiosdotdev/mcp](https://github.com/adiosdotdev/mcp) [](https://glama.ai/mcp/servers/adiosdotdev/mcp) 📇 ☁️ - Manage Adios workspaces, previews, builds, logs, services and production deployments.
+- [AIops-tools/MinIO-AIops](https://github.com/AIops-tools/MinIO-AIops) [](https://glama.ai/mcp/servers/AIops-tools/MinIO-AIops) 🐍 🏠 - Governed MinIO object-storage operations — capacity, exposure-surface audit, lifecycle, and healing RCA, plus guardrailed bucket writes (48 tools) with unbypassable audit logging (MCP + CLI), budget/runaway guards, dry-run, and undo/rollback.
- [AIops-tools/Nutanix-AIops](https://github.com/AIops-tools/Nutanix-AIops) [](https://glama.ai/mcp/servers/AIops-tools/Nutanix-AIops) 🐍 🏠 - Governed Nutanix Prism Central operations: clusters, VMs, storage, networking, snapshots/DR, alerts and LCM, with audit logging, dry-run and rollback.
- [AkaciaNL/basicdeploy-mcp](https://github.com/AkaciaNL/basicdeploy-mcp) [](https://glama.ai/mcp/servers/AkaciaNL/basicdeploy-mcp) 📇 ☁️ 🍎 🪟 🐧 - Manage BasicDeploy containers, each with PostgreSQL, S3-compatible storage and a public URL: deploy apps, run commands, read logs and toggle always-on.
+- [AIops-tools/Network-AIops](https://github.com/AIops-tools/Network-AIops) [](https://glama.ai/mcp/servers/AIops-tools/Network-AIops) 🐍 🏠 - Governed multi-vendor network device operations via NAPALM (Cisco IOS/NX-OS/IOS-XR, Arista EOS, Juniper Junos) plus NetBox — config management and read-only queries (33 tools) with unbypassable audit logging (MCP + CLI), budget guards, and rollback.
- [Focus-GTS/eds-mcp-server](https://github.com/Focus-GTS/eds-mcp-server) [](https://glama.ai/mcp/servers/Focus-GTS/eds-mcp-server) 📇 ☁️ 🍎 🪟 🐧 - Manage Adobe Edge Delivery Services (AEM EDS): preview, publish, bulk operations, content, Core Web Vitals, 404 tracking, A/B experiments and redirects.
- [aashari/mcp-server-aws-sso](https://github.com/aashari/mcp-server-aws-sso) 📇 ☁️ 🏠 - AWS SSO integration: log in, list accounts and roles, and run AWS CLI commands with temporary credentials.
+- [AIops-tools/Proxmox-AIops](https://github.com/AIops-tools/Proxmox-AIops) [](https://glama.ai/mcp/servers/AIops-tools/Proxmox-AIops) 🐍 🏠 - Governed Proxmox VE operations — VM/LXC lifecycle, snapshots, cluster, storage, backup, and HA (43 tools) with unbypassable audit logging (MCP + CLI), budget/runaway guards, dry-run, and undo/rollback.
- [agentmetal/mcp](https://github.com/agentmetal/mcp) [](https://glama.ai/mcp/servers/agentmetal/mcp) 🎖️ 📇 ☁️ - Provision, SSH into, run commands on and manage Linux VPSes, paying with USDC over x402 or by card.
- [anythink-cloud/anythink-cli](https://github.com/anythink-cloud/anythink-cli) [](https://glama.ai/mcp/servers/anythink-cloud/anythink-cli) #️⃣ ☁️ 🍎 🪟 🐧 - Build and run a backend on the Anythink platform: relational data with row-level security, search, RBAC, workflows, growth and retention tools, and payments.
- [alexbakers/mcp-ipfs](https://github.com/alexbakers/mcp-ipfs) 📇 ☁️ - Upload to and manipulate IPFS storage.
@@ -634,6 +664,7 @@ Cloud platform service integration. Enables management and interaction with clou
- [ganakailabs/cloudeval-cli](https://github.com/ganakailabs/cloudeval-cli) [](https://glama.ai/mcp/servers/ganakailabs/cloudeval-cli) 📇 ☁️ - Access Cloudeval project context and reports for cloud evaluations of Azure and AWS CloudFormation, with a read-only toolset.
- [garlicKim21/ratatosk-mcp](https://github.com/garlicKim21/ratatosk-mcp) [](https://glama.ai/mcp/servers/garlicKim21/ratatosk-mcp) 🏎️ 🏠 🍎 🪟 🐧 - CNCF release intelligence: security fixes, breaking changes and deprecations from graduated and incubating project release notes, with local version checks.
- [GeiserX/spinnaker-mcp](https://github.com/GeiserX/spinnaker-mcp) [](https://glama.ai/mcp/servers/GeiserX/spinnaker-mcp) 🏎️ ☁️ - Manage Spinnaker applications, pipelines, executions and cloud infrastructure via the Gate API.
+- [gitayg/appcrane-mcp](https://github.com/gitayg/appcrane-mcp) [](https://glama.ai/mcp/servers/gitayg/appcrane-mcp) 🎖️ 📇 🏠 🐧 - Self-hosted, MCP-native deployment platform (AppCrane): AI agents deploy apps, manage secrets, read logs, and roll back on your own server. Enterprise SSO (SAML/OIDC/SCIM) and per-user audit.
- [hardik-id/azure-resource-graph-mcp-server](https://github.com/hardik-id/azure-resource-graph-mcp-server) 📇 ☁️/🏠 - Query, analyze and monitor Azure resources at scale using Azure Resource Graph.
- [hashicorp/terraform-mcp-server](https://github.com/hashicorp/terraform-mcp-server) 🎖️ 🏎️ ☁️ - Terraform ecosystem integration: provider discovery, module analysis and Terraform Registry API access for infrastructure-as-code workflows.
- [helbertparanhos/cloudflare-mcp-pro](https://github.com/helbertparanhos/cloudflare-mcp-pro) [](https://glama.ai/mcp/servers/helbertparanhos/cloudflare-mcp-pro) 📇 🏠 🍎 🪟 🐧 - Manage Cloudflare DNS, zones, Workers, KV, R2, D1, Pages, WAF, SSL, Email Routing and more via the REST API, with human approval for every change.
@@ -674,6 +705,7 @@ Cloud platform service integration. Enables management and interaction with clou
- [openstack-kr/python-openstackmcp-server](https://github.com/openstack-kr/python-openstackmcp-server) 🐍 ☁️ - OpenStack cloud infrastructure management based on openstacksdk.
- [ofershap/mcp-server-cloudflare](https://github.com/ofershap/mcp-server-cloudflare) [](https://glama.ai/mcp/servers/ofershap/mcp-server-cloudflare) 📇 ☁️ - Manage Cloudflare Workers, KV, R2, Pages, DNS and cache.
- [ofershap/mcp-server-s3](https://github.com/ofershap/mcp-server-s3) [](https://glama.ai/mcp/servers/ofershap/mcp-server-s3) 📇 ☁️ - AWS S3 operations: list buckets, browse objects, upload and download files, and generate presigned URLs.
+- [OptimNow/cloud-finops-skills](https://github.com/OptimNow/cloud-finops-skills) [](https://glama.ai/mcp/servers/OptimNow/cloud-finops-skills) 🐍 🏠 🍎 🪟 🐧 - Read-only FinOps reference library for agents: six tools that list, filter by FinOps Framework facet, and fetch guides on cloud billing mechanics, commitments, allocation and chargeback for AWS, Azure, GCP, OCI, Kubernetes and data platforms, plus named waste-pattern playbooks with detection queries. Includes AI inference spend (managed APIs, provisioned capacity, self-hosted models, coding-tool seats). Content is bundled in the package; no cloud credentials. CC BY-SA 4.0. `uvx cloud-finops-mcp`
- [pibblokto/cert-manager-mcp-server](https://github.com/pibblokto/cert-manager-mcp-server) 🐍 🍎/🐧 ☁️ - Manage and troubleshoot cert-manager.
- [plopino/plopino-mcp](https://github.com/plopino/plopino-mcp) [](https://glama.ai/mcp/servers/plopino/plopino-mcp) 📇 ☁️ 🍎 🪟 🐧 - Publish HTML written in chat or local files and folders to a public URL, preserving folder structure.
- [Poiuyhje/eqvps-mcp](https://github.com/Poiuyhje/eqvps-mcp) [](https://glama.ai/mcp/servers/Poiuyhje/eqvps-mcp) 📇 ☁️ - Rent and operate VPSes paid in USDC or USDT: register, provision and control power, hostname, root password, reinstalls, metrics and cancellation.
@@ -682,12 +714,14 @@ Cloud platform service integration. Enables management and interaction with clou
- [CodesWhat/portkey-admin-mcp](https://github.com/CodesWhat/portkey-admin-mcp) [](https://glama.ai/mcp/servers/CodesWhat/portkey-admin-mcp) 📇 ☁️ - Portkey Admin API control plane: prompts, configs, keys, analytics, guardrails, integrations and deployments.
- [publee-dev/mcp](https://github.com/publee-dev/mcp) [](https://glama.ai/mcp/servers/publee-dev/mcp) 🎖️ 📇 ☁️ - Publish AI-generated HTML or static files to a shareable URL, with optional permanent hosting, in-place updates and password or members-only access.
- [pythonanywhere/pythonanywhere-mcp-server](https://github.com/pythonanywhere/pythonanywhere-mcp-server) 🐍 🏠 - Integration with the PythonAnywhere cloud platform.
+- [radumalica/infrastructure-mcp](https://github.com/radumalica/infrastructure-mcp) [](https://glama.ai/mcp/servers/radumalica/infrastructure-mcp) 🏎️ ☁️/🏠 🍎 🪟 🐧 - Safe, auditable, inventory-driven access to Linux, Docker, Kubernetes, Proxmox, Grafana and Cisco infrastructure through named read-only-by-default tools, without giving agents raw SSH access.
- [RajeevSirohi/mcp-server-terraform](https://github.com/RajeevSirohi/mcp-server-terraform) [](https://glama.ai/mcp/servers/RajeevSirohi/mcp-server-terraform) 📇 🏠 🍎 🪟 🐧 - Terraform operations with two-step confirmation for plan/apply/destroy, plan risk and cost analysis, drift detection, import/taint/refresh and audit logging.
- [qiniu/qiniu-mcp-server](https://github.com/qiniu/qiniu-mcp-server) 🐍 ☁️ - Access Qiniu Cloud products such as Cloud Storage and media processing services.
- [redis/mcp-redis-cloud](https://github.com/redis/mcp-redis-cloud) 📇 ☁️ - Manage Redis Cloud resources in natural language: create databases, monitor subscriptions and configure cloud deployments.
- [reza-gholizade/k8s-mcp-server](https://github.com/reza-gholizade/k8s-mcp-server) 🏎️ ☁️/🏠 - Interact with Kubernetes clusters: API resource discovery, resource management, pod logs, metrics and events.
- [rohitg00/kubectl-mcp-server](https://github.com/rohitg00/kubectl-mcp-server) 🐍 ☁️/🏠 - Interact with Kubernetes clusters through natural language.
- [rosenvladimirov/odoo-claude-mcp](https://github.com/rosenvladimirov/odoo-claude-mcp) [](https://glama.ai/mcp/servers/rosenvladimirov/odoo-claude-mcp) 🐍 🏠 🐧 🍎 🪟 - Self-hosted server suite for Odoo ERP 15-19, plus GitHub, Portainer, OCA and Teams, with a browser terminal, Qdrant/Ollama memory and Bulgarian localization.
+- [roybogs/portveil-mcp](https://github.com/roybogs/portveil-mcp) [](https://glama.ai/mcp/servers/roybogs/portveil-mcp) 📇 ☁️ 🍎 🪟 🐧 - Control a Portveil WireGuard VPN account: list devices with their live speed, and move, rotate, reconnect or disconnect agent machines between exit countries. Moves only count once the exit server confirms the device.
- [rrmistry/tilt-mcp](https://github.com/rrmistry/tilt-mcp) 🐍 🏠 🍎 🪟 🐧 - Access Tilt resources, logs and management operations for Kubernetes development environments.
- [sevalla-hosting/mcp](https://github.com/sevalla-hosting/mcp) [](https://glama.ai/mcp/servers/sevalla-hosting/mcp) 📇 ☁️ - Manage Sevalla cloud infrastructure.
- [shdomi8599/vibie-mcp](https://github.com/shdomi8599/vibie-mcp) [](https://glama.ai/mcp/servers/shdomi8599/vibie-mcp) 📇 ☁️ 🍎 🪟 🐧 - Deploy static HTML folders to permanent Vibie URLs, with folder markers for easy redeploys.
@@ -752,6 +786,7 @@ Code execution servers. Allow LLMs to execute code in a secure environment, e.g.
- [yepcode/mcp-server-js](https://github.com/yepcode/mcp-server-js) 🎖️ 📇 ☁️ - Run LLM-generated code in a YepCode sandbox and create custom MCP tools in JavaScript or Python with npm and PyPI packages.
### 🤖 Coding Agents
+- [ly8427/mcp-review-board](https://github.com/ly8427/mcp-review-board) [](https://glama.ai/mcp/servers/ly8427/mcp-review-board) 🐍 🏠 🍎 🪟 🐧 - Localhost review board where different coding agents (Claude Code, Codex, OpenCode, Trae, ZCode) review each other's work: objections must state flip conditions, revisions clear all verdicts, resolution requires the whole active quorum, and every vote is append-only audited. Ships its own audited self-review history as evidence. Install: `pipx install mcp-review-board`.
Full coding agents that enable LLMs to read, edit, and execute code and solve general programming tasks completely autonomously.
- [abnegate/magents](https://github.com/abnegate/magents) [](https://glama.ai/mcp/servers/abnegate/magents) 🦀 🏠 🍎 🐧 - Shared session bus for coding agents such as Claude Code, Codex and Grok: list, read, hand off, message and spawn live agent sessions via MCP or CLI.
@@ -765,6 +800,7 @@ Full coding agents that enable LLMs to read, edit, and execute code and solve ge
- [aresyn/codex-control-plane-mcp](https://github.com/aresyn/codex-control-plane-mcp) [](https://glama.ai/mcp/servers/aresyn/codex-control-plane-mcp) 🐍 🏠 🪟 - Control plane for long-running Codex Desktop tasks: submit asynchronously, poll state, approve Plan Mode, recover retries and search SQLite-backed history.
- [automateyournetwork/pyATS_MCP](https://github.com/automateyournetwork/pyATS_MCP) - Structured, model-driven interaction with network devices via Cisco pyATS.
- [avansaber/tailtest-cline](https://github.com/avansaber/tailtest-cline) [](https://glama.ai/mcp/servers/avansaber/tailtest-cline) 🐍 🏠 🍎 🪟 🐧 - Adversarial test generation in Cline: detects the stack, writes and runs tests, and classifies failures as real bugs, environment problems or test bugs.
+- [AV-Labs-Co/cos-codex-bridge](https://github.com/AV-Labs-Co/cos-codex-bridge) [](https://glama.ai/mcp/servers/AV-Labs-Co/cos-codex-bridge) 📇 🏠 🍎 - Local MCP that lets a Chief of Staff client find, create and register Codex projects; submit exact prompts; track durable receipts; continue existing tasks; and organize scoped work inside allowlisted directories.
- [aybelatchane/mcp-server-terminal](https://github.com/aybelatchane/mcp-server-terminal) 🦀 🏠 🍎 🪟 🐧 - Interact with TUI/CLI applications through a structured terminal state tree with element detection, like Playwright for terminals.
- [aymericzip/intlayer](https://github.com/aymericzip/intlayer) 📇 ☁️ 🏠 - IDE assistance for the Intlayer i18n/CMS tool: CLI access and documentation.
- [lawrencehui/Citio](https://github.com/lawrencehui/Citio) [](https://glama.ai/mcp/servers/lawrencehui/Citio) 📇 ☁️ - Self-hosted Slack bot: mention it and Claude Code or Codex investigates CloudWatch logs, runs tests and opens PRs, with credentials held by an MCP server.
@@ -779,7 +815,9 @@ Full coding agents that enable LLMs to read, edit, and execute code and solve ge
- [doggybee/mcp-server-leetcode](https://github.com/doggybee/mcp-server-leetcode) 📇 ☁️ - Search, retrieve and solve LeetCode problems, with metadata filtering and access to user profiles, submissions and contest data.
- [eirikb/any-cli-mcp-server](https://github.com/eirikb/any-cli-mcp-server) 📇 🏠 - Turn any CLI tool with --help output into an MCP server, with caching.
- [ejentum/ejentum-mcp](https://github.com/ejentum/ejentum-mcp) [](https://glama.ai/mcp/servers/ejentum/ejentum-mcp) 📇 🏠 - Reasoning, code, anti-deception and memory tools for AI agents.
+- [EngMarchG/agent-bridge](https://github.com/EngMarchG/agent-bridge) [](https://glama.ai/mcp/servers/EngMarchG/agent-bridge) 🐍 🏠 🪟 - Lets Claude Code and Codex steer each other's live desktop chats through Windows UI Automation: list and read chats, send messages or mid-turn steers, and pause, resume or edit Codex goals.
- [ezyang/codemcp](https://github.com/ezyang/codemcp) 🐍 🏠 - Coding agent with basic read, write and command line tools.
+- [HighlyLoadedEgo/ClefMCP](https://github.com/HighlyLoadedEgo/ClefMCP) [](https://glama.ai/mcp/servers/HighlyLoadedEgo/ClefMCP) 📇 🏠 🍎 🪟 🐧 - Local Clef-Flash decision model for coding agents: `clef_decide` returns probability distributions over your options (choice/score/yes-no) via llama.cpp, fully offline, one-command install.
- [elhamid/llm-council](https://github.com/elhamid/llm-council) 🐍 🏠 - Multi-LLM deliberation with anonymized peer review: parallel responses, anonymous ranking and synthesis, based on Andrej Karpathy's LLM Council concept.
- [freema/openclaw-mcp](https://github.com/freema/openclaw-mcp) [](https://glama.ai/mcp/servers/@freema/openclaw-mcp) 📇 ☁️ 🏠 - Delegate tasks to OpenClaw AI assistant agents with sync and async tools.
- [Get-Concord-AI/concord-mcp](https://github.com/Get-Concord-AI/concord-mcp) [](https://glama.ai/mcp/servers/Get-Concord-AI/concord-mcp) 📇 🏠 🍎 🪟 🐧 - Communication and shared work state across coding agent harnesses: live messages, scope claims before editing, preserved decisions and evidence handoffs.
@@ -812,12 +850,14 @@ Full coding agents that enable LLMs to read, edit, and execute code and solve ge
- [oraios/serena](https://github.com/oraios/serena) 🐍 🏠 - Coding agent that uses language servers for symbolic code operations.
- [OthmaneBlial/term_mcp_deepseek](https://github.com/OthmaneBlial/term_mcp_deepseek) 🐍 🏠 - Approval-first local terminal control: policy-based command planning and approval, DeepSeek as an advisor, and signed execution receipts.
- [Q00/ouroboros](https://github.com/Q00/ouroboros) [](https://glama.ai/mcp/servers/Q00/ouroboros) 🐍 🏠 🍎 🪟 🐧 - Local agent OS for spec-first AI coding: a replayable, ledger-recorded interview, seed, execute, evaluate and evolve loop that MCP clients can drive.
+- [parasxos/postbag](https://github.com/parasxos/postbag) [](https://glama.ai/mcp/servers/parasxos/postbag) 🐍 🏠 🍎 🐧 - Letters between existing Claude Code and Codex sessions on one machine: join a named bag, send through each agent's native input, read one append-only ledger, leave when done.
- [pdavis68/RepoMapper](https://github.com/pdavis68/RepoMapper) 🐧 🪟 🍎 - Dynamic map of chat-related repository files with their function prototypes and related files, ranked by relevance, based on Aider's Repo Map.
- [plori-ai/plori](https://github.com/plori-ai/plori) [](https://glama.ai/mcp/servers/plori-ai/plori) 🎖️ 🏎️ ☁️ - Create and drive hosted plori agents with persistent disk, tools and memory: invoke agents, manage the human-in-the-loop queue and schedule deferred runs.
- [preflight-dev/preflight](https://github.com/preflight-dev/preflight) 📇 🏠 🍎 🪟 🐧 - Catch vague Claude Code prompts before they waste tokens: prompt scorecards, session history search, cross-service contract awareness and cost estimation.
- [PsChina/deepseek-as-subagent](https://github.com/PsChina/deepseek-as-subagent) [](https://glama.ai/mcp/servers/PsChina/deepseek-as-subagent) 🐍 🏠 🍎 🪟 🐧 - Run DeepSeek as a sub-agent in Claude Code or Codex CLI, with its own agent loop for reading, editing and running commands in a sandboxed workspace.
- [djerok/glm-mcp](https://github.com/djerok/glm-mcp) [](https://glama.ai/mcp/servers/djerok/glm-mcp) 📇 🏠 🍎 🪟 🐧 - Run GLM (Zhipu/Z.ai) as a sub-agent in Claude Code or GitHub Copilot with its own read/write/edit/run loop, Opus-vs-GLM routing and diff/dry-run oversight.
- [religa/multi-mcp](https://github.com/religa/multi_mcp) 🐍 🍎 🪟 🐧 - Parallel multi-model code review, security analysis and debate with ChatGPT, Claude and Gemini, including consensus and OWASP Top 10 checks.
+- [Rikinshah787/dotpals](https://github.com/Rikinshah787/dotpals) [](https://glama.ai/mcp/servers/Rikinshah787/dotpals) 📇 🏠 🍎 🪟 🐧 - Checks what local coding agents such as Claude Code, Codex and Cursor really did: files changed, commands run and test results read from test output, not the agent's word. Read-only.
- [rinadelph/Agent-MCP](https://github.com/rinadelph/Agent-MCP) 🐍 🏠 - Framework for building multi-agent systems that coordinate over MCP, with task management, shared context and RAG.
- [sena-labs/oz-mcp-server](https://github.com/sena-labs/OzBridge) [](https://glama.ai/mcp/servers/sena-labs/OzBridge) 📇 🏠 🍎 🪟 🐧 - Unofficial bridge from Warp's Oz coding agent to any IDE or MCP client, plus native @oz in VS Code Copilot Chat.
- [shashankss1205/codegraphcontext](https://github.com/Shashankss1205/CodeGraphContext) 🐍 🏠 🍎 🪟 🐧 - Index local code into a graph database to give AI assistants context, with graphical code visualizations for humans.
@@ -830,6 +870,7 @@ Full coding agents that enable LLMs to read, edit, and execute code and solve ge
- [eabz/tirith](https://github.com/eabz/tirith) [](https://glama.ai/mcp/servers/eabz/tirith) 🦀 🏠 🍎 🪟 🐧 - Coordinate parallel coding agents: TTL file claims, a task board with dependencies, versioned interface contracts, change notices and a decisions log.
- [tufantunc/ssh-mcp](https://github.com/tufantunc/ssh-mcp) 📇 🏠 🐧 🪟 - SSH control for Linux and Windows servers: execute remote shell commands with password or SSH key authentication.
- [Touchpoint-Labs/touchpoint](https://github.com/Touchpoint-Labs/touchpoint) [](https://glama.ai/mcp/servers/Touchpoint-Labs/Touchpoint) 🐍 🏠 🍎 🪟 🐧 - See, find and interact with UI elements in any desktop application, like Playwright for the whole OS.
+- [Rohanxmalik/Tower](https://github.com/Rohanxmalik/Tower) [](https://glama.ai/mcp/servers/Rohanxmalik/Tower) 📇 🏠 ☁️ 🍎 🪟 🐧 - Coordination for multiple coding agents on one repo: agents register edit intent and overlapping tree-sitter symbols are flagged before the edit rather than at merge time, plus agent-to-agent messaging and cross-machine task delegation.
- [tumf/mcp-shell-server](https://github.com/tumf/mcp-shell-server) - Secure shell command execution.
- [umum-ai/claude-codex-bridge](https://github.com/umum-ai/claude-codex-bridge) [](https://glama.ai/mcp/servers/umum-ai/claude-codex-bridge) 📇 🏠 - Run Codex agents from Claude Code through MCP and Channels, with live progress notifications, mid-task steering and session continuation.
- [VertexStudio/developer](https://github.com/VertexStudio/developer) 🦀 🏠 🍎 🪟 🐧 - Developer tools for file editing, shell command execution and screen capture.
@@ -848,6 +889,7 @@ Full coding agents that enable LLMs to read, edit, and execute code and solve ge
Run commands, capture output and otherwise interact with shells and command line tools.
- [20000419/fauxnix](https://github.com/20000419/fauxnix) [](https://glama.ai/mcp/servers/20000419/fauxnix) 📇 🏠 🪟 - Bash for AI agents on Windows via deterministic bash-to-PowerShell translation, without WSL or a VM, with GNU-style output and persistent cwd and env.
+- [getremcp/remcp](https://github.com/getremcp/remcp) [](https://glama.ai/mcp/servers/getremcp/remcp) 📇 ☁️ 🍎 🪟 🐧 - Secure remote MCP bridge to paired computers: files, terminal sessions, screenshots, search, processes, and binary transfers with outbound-only device agents.
- [AICommander-dev/aicommander](https://github.com/AICommander-dev/aicommander) [](https://glama.ai/mcp/servers/AICommander-dev/aicommander) 📇 ☁️ 🍎 🪟 🐧 - Outbound-only remote shell, detached long-running jobs and temporary file transfer for AI agents, without exposing SSH, ports or a VPN.
- [bvisible/mcp-ssh-manager](https://github.com/bvisible/mcp-ssh-manager) [](https://glama.ai/mcp/servers/@bvisible/mcp-ssh-manager) 📇 🏠 🍎 🪟 🐧 - Manage multiple SSH servers: commands, file transfer and rsync, database dumps and queries, backups, health monitoring, tunnels and per-server security modes.
- [cygnussystems/cygnus-ssh-mcp](https://github.com/cygnussystems/cygnus-ssh-mcp) [](https://glama.ai/mcp/servers/cygnussystems/cygnus-ssh-mcp) 🐍 🏠 🍎 🪟 🐧 - SSH control of remote Linux, macOS and Windows servers: line-level file editing, background tasks, sudo, host aliases, and directory and archive operations.
@@ -878,8 +920,10 @@ Run commands, capture output and otherwise interact with shells and command line
Integration with communication platforms for message management and channel operations. Enables AI models to interact with team communication tools.
+- [A1-x-Tech/mcp-google-chat](https://github.com/A1-x-Tech/mcp-google-chat) [](https://glama.ai/mcp/servers/A1-x-Tech/mcp-google-chat) 📇 ☁️ - Google Chat API: list and search spaces, read and send messages, and work with threads and reactions.
- [A1-x-Tech/mcp-google-gmail](https://github.com/A1-x-Tech/mcp-google-gmail) [](https://glama.ai/mcp/servers/A1-x-Tech/mcp-google-gmail) 📇 ☁️ - Gmail API: search, read and send email, and manage drafts, labels and the trash.
- [AbdelStark/nostr-mcp](https://github.com/AbdelStark/nostr-mcp) ☁️ - Interact with Nostr: post notes and more.
+- [adamVass/pylos-mcp](https://github.com/adamVass/pylos-mcp) [](https://glama.ai/mcp/servers/adamVass/pylos-mcp) 📇 ☁️ 🏠 🍎 🐧 - Email for any IMAP provider: search, read, draft and allowlisted sending, with every message fenced as untrusted input and warnings for hidden text and injected instructions.
- [adecubed/gigamail](https://github.com/adecubed/gigamail) [](https://glama.ai/mcp/servers/adecubed/gigamail) 🐍 ☁️ 🏠 🍎 🪟 🐧 - Microsoft 365 or IMAP mail and calendar: read, search, draft and find free slots, with out-of-band human approval for sends, deletes and calendar writes.
- [adhikasp/mcp-twikit](https://github.com/adhikasp/mcp-twikit) 🐍 ☁️ - Interact with Twitter search and timeline.
- [agenticmail/agenticmail](https://github.com/agenticmail/agenticmail) [](https://glama.ai/mcp/servers/agenticmail/agenticmail) 📇 🏠 🍎 🪟 🐧 - Email and SMS for AI agents via a local mail server: disposable inboxes, sending and receiving email, and fetching verification codes.
@@ -894,17 +938,20 @@ Integration with communication platforms for message management and channel oper
- [bababoi-bibilabu/agent-mq](https://github.com/bababoi-bibilabu/agent-mq) [](https://glama.ai/mcp/servers/bababoi-bibilabu/agent-mq) 📇 ☁️ 🏠 - Message queue that lets AI coding assistants message each other across sessions and machines. Self-hostable.
- [areweai/tsgram-mcp](https://github.com/areweai/tsgram-mcp) - Use Claude with local workspace access from Telegram on your phone: read, write and code on the go.
- [arpitbatra123/mcp-googletasks](https://github.com/arpitbatra123/mcp-googletasks) 📇 ☁️ - Interface with the Google Tasks API.
+- [bartosz-kuc/honest-gmail-mcp](https://github.com/bartosz-kuc/honest-gmail-mcp) [](https://glama.ai/mcp/servers/bartosz-kuc/honest-gmail-mcp) 🐍 ☁️ 🍎 🪟 🐧 - Gmail server that runs on your machine and calls the Gmail API directly with your own OAuth client, with no third-party middleman. Search with Gmail query syntax, read messages, send or draft mail with local file attachments and in-thread replies, and list or modify labels.
- [belaytzev/Telebrief](https://github.com/belaytzev/Telebrief) [](https://glama.ai/mcp/servers/belaytzev/Telebrief) 🐍 🏠 - Self-hosted digests of your Telegram channels over MCP: AI summaries, the last digest and raw per-channel messages, with OpenAI, Anthropic or Ollama.
- [BigCactusLabs/dead-letter](https://github.com/BigCactusLabs/dead-letter) [](https://glama.ai/mcp/servers/BigCactusLabs/dead-letter) 🐍 🏠 - Convert .eml exports to Markdown with YAML front matter for RAG pipelines: thread splitting, signature stripping, attachment extraction and calendar parsing.
- [Cactusinhand/mcp_server_notify](https://github.com/Cactusinhand/mcp_server_notify) 🐍 🏠 - Send desktop notifications with a sound effect when agent tasks complete.
- [carterlasalle/mac_messages_mcp](https://github.com/carterlasalle/mac_messages_mcp) 🏠 🍎 - Query, analyze, send and receive iMessage conversations, with phone number validation, attachments, contacts and group chats.
- [chaindead/telegram-mcp](https://github.com/chaindead/telegram-mcp) 🏎️ 🏠 - Telegram API integration: access user data, manage dialogs (chats, channels, groups), retrieve messages and handle read status.
+- [chatmaid/mcp](https://github.com/chatmaid/mcp) [](https://glama.ai/mcp/servers/chatmaid/mcp) 🎖️ 📇 ☁️ - Chatmaid WhatsApp API: send messages to contacts and groups from a linked WhatsApp number, read replies, check delivery status and usage.
- [chigwell/telegram-mcp](https://github.com/chigwell/telegram-mcp) 🐍 🏠 - Telegram API integration: access user data, manage dialogs (chats, channels, groups), retrieve and send messages, and handle read status.
- [Choppaaahh/sendgrid-mcp-secure](https://github.com/Choppaaahh/sendgrid-mcp-secure) [](https://glama.ai/mcp/servers/Choppaaahh/sendgrid-mcp-secure) 🐍 🏠 - Security-focused SendGrid email sending with recipient/domain allowlists, send caps, review mode, an audit log and no silent BCC.
- [churichard/fluxmail](https://github.com/churichard/fluxmail) [](https://glama.ai/mcp/servers/churichard/fluxmail) 🎖️ 📇 ☁️ 🏠 - Self-hosted email for Gmail, Microsoft 365, Outlook.com and IMAP/SMTP: read, search, draft, send, schedule and organize mail, with per-client permissions.
- [clawaimail/mcp](https://github.com/joansongjr/clawaimail) [](https://glama.ai/mcp/servers/joansongjr/clawaimail) 📇 ☁️ 🍎 🪟 🐧 - Email infrastructure for AI agents: create inboxes on the fly, send and receive email, search messages and manage threads.
- [codefuturist/email-mcp](https://github.com/codefuturist/email-mcp) 📇 ☁️ 🍎 🪟 🐧 - IMAP/SMTP email across multiple accounts: read, search, send, schedule and manage mail, with IMAP IDLE push, AI triage and desktop notifications.
- [cometchat/docs-mcp](https://github.com/cometchat/docs-mcp) [](https://glama.ai/mcp/servers/cometchat/docs-mcp) 🎖️ 📇 ☁️ - Search CometChat documentation and get curated implementation bundles for adding real-time chat, voice, video and moderation to apps.
+- [CommonNinja/sendraven-mcp-server](https://github.com/CommonNinja/sendraven-mcp-server) [](https://glama.ai/mcp/servers/CommonNinja/sendraven-mcp-server) 🎖️ 📇 ☁️ - Email for AI agents: send email, read replies as threads, and reply in context, with per-key send limits and approvals. Remote at `https://mcp.sendraven.ai/mcp` (OAuth) or `npx -y @sendraven/mcp` with `SENDRAVEN_API_KEY`. Requires a SendRaven account.
- [conarti/mattermost-mcp](https://github.com/conarti/mattermost-mcp) 📇 ☁️ - Mattermost API integration: list channels, read and post messages, manage threads and reactions, and monitor topics.
- [Danielpeter-99/calcom-mcp](https://github.com/Danielpeter-99/calcom-mcp) 🐍 🏠 - Manage Cal.com event types, create bookings and access scheduling data.
- [desek/outlook-local-mcp](https://github.com/desek/outlook-local-mcp) [](https://glama.ai/mcp/servers/desek/outlook-local-mcp) 🏎️ 🏠 🍎 🪟 🐧 - Local Microsoft Outlook calendar and mail via Microsoft Graph, with multi-account support and OS keychain token storage.
@@ -921,6 +968,7 @@ Integration with communication platforms for message management and channel oper
- [FantomaSkaRus1/telegram-bot-mcp](https://github.com/FantomaSkaRus1/telegram-bot-mcp) [](https://glama.ai/mcp/servers/@FantomaSkaRus1/telegram-bot-mcp) 📇 ☁️ 🏠 - Covers the entire Telegram Bot API.
- [farukkolip/instapdown-mcp](https://github.com/farukkolip/instapdown-mcp) [](https://glama.ai/mcp/servers/farukkolip/instapdown-mcp) 📇 ☁️ - Instagram creator toolkit: download Reels, Stories and photos, extract audio, check engagement, research hashtags and get hook templates and posting times.
- [farukkolip/xtapdown-mcp](https://github.com/farukkolip/xtapdown-mcp) [](https://glama.ai/mcp/servers/farukkolip/xtapdown-mcp) 📇 ☁️ - X (Twitter) creator toolkit: tweet media downloads, curated hashtags, posting times, hook formulas, engagement calculators and a thread splitter.
+- [fbossiere/proton-safe-mcp](https://github.com/fbossiere/proton-safe-mcp) [](https://glama.ai/mcp/servers/fbossiere/proton-safe-mcp) 🐍 🏠 🐧 - Proton Mail access through the local Proton Mail Bridge: search and read emails, inspect attachments, and create drafts. No send, delete or move tools.
- [gambot-ai/gambot-mcp](https://github.com/gambot-ai/gambot-mcp) [](https://glama.ai/mcp/servers/gambot-ai/gambot-mcp) 📇 ☁️ - Gambot WhatsApp Business API: send WhatsApp messages and templates, and manage CRM contacts, leads, cases, tasks, quotes, invoices, orders and campaigns.
- [gerkensm/callcenter.js-mcp](https://github.com/gerkensm/callcenter.js-mcp) 📇 ☁️ - Make phone calls using VoIP/SIP and OpenAI's Realtime API, and observe the transcript.
- [GeiserX/telegram-archive-mcp](https://github.com/GeiserX/telegram-archive-mcp) [](https://glama.ai/mcp/servers/GeiserX/telegram-archive-mcp) 🏎️ ☁️ 🍎 🪟 🐧 - Search and browse Telegram chat history stored in Telegram Archive: list chats, retrieve messages and run full-text search.
@@ -935,6 +983,7 @@ Integration with communication platforms for message management and channel oper
- [hannesrudolph/imessage-query-fastmcp-mcp-server](https://github.com/hannesrudolph/imessage-query-fastmcp-mcp-server) 🐍 🏠 🍎 - Safe access to the iMessage database to query and analyze conversations, with phone number validation and attachment handling.
- [hgn/mcp-server-notmuch](https://github.com/hgn/mcp-server-notmuch) [](https://glama.ai/mcp/servers/hgn/mcp-server-notmuch) 🐍 🏠 🐧 🍎 - Local Maildir access via notmuch: full-text search, tag filtering, threads, attachments and unanswered-mail tracking, with optional drafts and tagging.
- [helbertparanhos/resend-email-mcp](https://github.com/helbertparanhos/resend-email-mcp) [](https://glama.ai/mcp/servers/helbertparanhos/resend-email-mcp) 📇 ☁️ 🍎 🪟 🐧 - Full Resend email API coverage plus diagnostics: deliverability analysis, DNS troubleshooting, email inspection, bounce explanations and account audits.
+- [ictinnovations/ictfax-mcp](https://github.com/ictinnovations/ictfax-mcp) [](https://glama.ai/mcp/servers/ictinnovations/ictfax-mcp) 📇 🏠 🍎 🪟 🐧 - MCP server for ICTFax, an open source FreeSWITCH-based fax server. Lists inbound and outbound fax transmissions with status, contact and page count, and polls a single transmission after sending. Uploading a document and sending a fax dial a real number and cost money, so neither tool is registered with the model unless `ICTFAX_MCP_ALLOW_WRITE=true`. Talks to the ICTCore REST API. Zero-install via `npx -y ictfax-mcp`.
- [ictinnovations/ictpbx-mcp](https://github.com/ictinnovations/ictpbx-mcp) [](https://glama.ai/mcp/servers/ictinnovations/ictpbx-mcp) 📇 🏠 🍎 🪟 🐧 - Read-only access to ICTPBX, a multi-tenant IP PBX on ICTCore and FreeSWITCH: PBX statistics, extensions, DIDs, providers and tenants.
- [ictinnovations/pbx-mcp](https://github.com/ictinnovations/pbx-mcp) [](https://glama.ai/mcp/servers/ictinnovations/pbx-mcp) 📇 🏠 🍎 🪟 🐧 - Asterisk and FreeSWITCH PBX state over AMI and ESL: extensions, active channels, trunk and SIP peer status, dialplan and call history; read-only by default.
- [ictinnovations/ictbroadcast-mcp](https://github.com/ictinnovations/ictbroadcast-mcp) [](https://glama.ai/mcp/servers/ictinnovations/ictbroadcast-mcp) 📇 🏠 🍎 🪟 🐧 - ICTBroadcast voice, SMS and fax broadcasting: list campaigns and read live status and per-call results, with optional tools to start and stop campaigns.
@@ -943,6 +992,7 @@ Integration with communication platforms for message management and channel oper
- [InditexTech/mcp-teams-server](https://github.com/InditexTech/mcp-teams-server) 🐍 ☁️ - Microsoft Teams messaging: read, post and mention, and list members and threads.
- [Infobip/mcp](https://github.com/infobip/mcp) 🎖️ ☁️ - Infobip cloud communications: send and receive SMS and RCS, use WhatsApp and Viber, automate communication workflows and manage customer data.
- [markmnl/fmsg-mcp](https://github.com/markmnl/fmsg-mcp) [](https://glama.ai/mcp/servers/markmnl/fmsg-mcp) 📇 ☁️ 🏠 🍎 🪟 🐧 - Give AI agents an address on fmsg, an open federated messaging protocol: inbox, threads, replies, reactions, attachments and waiting for new messages.
+- [phuryn/askone](https://github.com/phuryn/askone) [](https://glama.ai/mcp/servers/phuryn/askone) 📇 ☁️ 🍎 🪟 🐧 - Run live audience Q&A and polls with AskOne, with free AI moderation: start rooms, launch polls, moderate and answer questions, and draft a FAQ from the Q&A. Also hosted at `https://askone.org/api/mcp`.
- [sendchamp/ai](https://github.com/sendchamp/ai) [](https://glama.ai/mcp/servers/sendchamp/ai) 🎖️ ☁️ - Read-only search over Sendchamp documentation for SMS, OTP verification and Africa-specific routing.
- [iprashantraj/mcp-discord-bridge](https://github.com/iprashantraj/mcp-discord-bridge) [](https://glama.ai/mcp/servers/iprashantraj/mcp-discord-bridge) 📇 🏠 🍎 🪟 🐧 - Manage Discord channels, messages, forums, webhooks, members, roles, threads and moderation. Also runs as a standalone bot with slash commands.
- [jcoulaud/shipmail-mcp](https://github.com/jcoulaud/shipmail-mcp) [](https://glama.ai/mcp/servers/jcoulaud/shipmail-mcp) 📇 ☁️ - Shipmail business email: manage custom-domain mailboxes, read and send messages, draft replies, inspect threads and automate REST API and webhook workflows.
@@ -1003,11 +1053,13 @@ Integration with communication platforms for message management and channel oper
- [overpod/mcp-telegram](https://github.com/overpod/mcp-telegram) [](https://glama.ai/mcp/servers/overpod/mcp-telegram) 📇 🏠 🍎 🪟 🐧 - Telegram via MTProto: read chats, search messages, download media and manage contacts, with QR code login.
- [OverQuotaAI/chatterboxio-mcp-server](https://github.com/OverQuotaAI/chatterboxio-mcp-server) 📇 ☁️ - Send ChatterBox bots to Zoom and Google Meet meetings and get transcripts and recordings.
- [paigy-ai/mcp](https://github.com/paigy-ai/mcp) [](https://glama.ai/mcp/servers/paigy-ai/mcp) 📇 ☁️ - Call, text or push-notify the user's phone when an agent needs input mid-task, and let them reply by voice.
+- [PhilflowIO/dav-mcp](https://github.com/PhilflowIO/dav-mcp) [](https://glama.ai/mcp/servers/PhilflowIO/dav-mcp) 📇 🏠 ☁️ - Calendars, contacts and tasks on any CalDAV/CardDAV server (Nextcloud, Baikal, Radicale, iCloud): 27 tools for events, vCards and VTODOs with field-level updates, server-side queries and free/busy, over stdio or Streamable HTTP.
- [PhononX/cv-mcp-server](https://github.com/PhononX/cv-mcp-server) 🎖️ 📇 🏠 ☁️ 🍎 🪟 🐧 - Create and manage Carbon Voice voice messages, conversations, direct messages, folders, voice memos and AI actions.
- [Pingfyr/mcp](https://github.com/Pingfyr/mcp) [](https://glama.ai/mcp/servers/Pingfyr/mcp) 🎖️ 📇 ☁️ - Schedule reminders, notifications and webhooks with the Pingfyr scheduled delivery API.
- [platfone-com/mcp](https://github.com/platfone-com/mcp) [](https://glama.ai/mcp/servers/platfone-com/mcp) 📇 ☁️ 🏠 - Rent virtual phone numbers worldwide, receive SMS and manage the full activation lifecycle via Platfone.
- [PostcardBot/mcp-server](https://github.com/PostcardBot/mcp-server) [](https://glama.ai/mcp/servers/PostcardBot/postcardbot-mcp-server) 📇 ☁️ - Send physical postcards worldwide, individually or in bulk.
- [PaSympa/discord-mcp](https://github.com/PaSympa/discord-mcp) [](https://glama.ai/mcp/servers/PaSympa/discord-mcp) 📇 🏠 🍎 🪟 🐧 - Multi-guild Discord management: messages, channels, roles, forums, webhooks and moderation.
+- [puffo-ai/huddo-mcp](https://github.com/puffo-ai/huddo-mcp) [](https://glama.ai/mcp/servers/puffo-ai/huddo-mcp) 📇 ☁️ 🍎 🪟 🐧 - Group chat where people and AI agents talk in the same room: join by invite link, read and reply, wait for new messages, and send end-to-end encrypted whispers to one member.
- [Py2755/aiogram-mcp](https://github.com/Py2755/aiogram-mcp) [](https://glama.ai/mcp/servers/Py2755/aiogram-mcp) 🐍 ☁️ - Middleware exposing aiogram Telegram bots via MCP: messaging, rich media, moderation, keyboards, real-time events, rate limiting, permissions and audit logs.
- [qq418716640/botbell-mcp](https://github.com/qq418716640/botbell-mcp) [](https://glama.ai/mcp/servers/qq418716640/botbell-mcp) 📇 ☁️ - Send push notifications to iPhone, iPad and Mac via BotBell, with two-way replies, action buttons, Markdown and multi-bot management.
- [saseq/discord-mcp](https://github.com/SaseQ/discord-mcp) ☕ 📇 🏠 🍎 🪟 🐧 - Interact with Discord and automate tasks.
@@ -1028,6 +1080,7 @@ Integration with communication platforms for message management and channel oper
- [tlennon-ie/neurodock](https://github.com/tlennon-ie/neurodock) [](https://glama.ai/mcp/servers/tlennon-ie/neurodock) 🐍 🏠 ☁️ - Tools for neurodivergent professionals: corporate-ambiguity translator, planner, and a guardrail against amplifying rumination, hyperfocus or sycophancy.
- [userad/didlogic_mcp](https://github.com/UserAd/didlogic_mcp) 🐍 ☁️ - Manage DIDLogic SIP endpoints, numbers and destinations.
- [vaemail/vaemail-mcp](https://github.com/vaemail/vaemail-mcp) [](https://glama.ai/mcp/servers/vaemail/vaemail-mcp) 📇 ☁️ - Send transactional email, authenticate sending domains, track delivery and diagnose deliverability, with scoped API keys and dry-run mode.
+- [wsapi-chat/wsapi-mcp](https://github.com/wsapi-chat/wsapi-mcp) [](https://glama.ai/mcp/servers/wsapi-chat/wsapi-mcp) 📇 ☁️ - WhatsApp through the WSAPI REST API: send messages and media, and manage chats, groups, communities and contacts on a connected number. Open source, self-hosted or managed.
- [wyattjoh/imessage-mcp](https://github.com/wyattjoh/imessage-mcp) 📇 🏠 🍎 - Read iMessage data on macOS.
- [wyattjoh/jmap-mcp](https://github.com/wyattjoh/jmap-mcp) 📇 ☁️ - Interact with JMAP (JSON Meta Application Protocol) email servers.
- [wazionapps/mcp-server](https://github.com/wazionapps/mcp-server) [](https://glama.ai/mcp/servers/@wazionapps/wazion-mcp-server) 📇 ☁️ - WhatsApp Business tools: send messages, automate workflows, run campaigns and manage CRM.
@@ -1052,6 +1105,7 @@ Tools for building and operating AI conversation agents that hold structured dia
- [puspoaditya/cloudflare-workers-ai-mcp](https://github.com/puspoaditya/cloudflare-workers-ai-mcp) [](https://glama.ai/mcp/servers/puspoaditya/cloudflare-workers-ai-mcp) 📇 ☁️ 🍎 🪟 🐧 - Cloudflare Workers AI inference: LLM chat completions (Llama, Qwen, DeepSeek), BGE text embeddings and Flux image generation.
- [Perspective-AI/mcp](https://github.com/Perspective-AI/mcp) [](https://glama.ai/mcp/servers/Perspective-AI/mcp) 🎖️ 📇 ☁️ - Design Perspective AI conversation agents that replace static forms, analyze conversations, deploy embeds and automate follow-ups.
- [guillaumehussong/standard-vocal-mcp](https://github.com/guillaumehussong/standard-vocal-mcp) [](https://glama.ai/mcp/servers/guillaumehussong/standard-vocal-mcp) 📇 🏠 - Build and test Vapi phone agents: vertical templates, self-testing agents, audio forensics, prompt versioning and CI regression gates.
+- [zihin-ai/zihin-mcp](https://github.com/zihin-ai/zihin-mcp) [](https://glama.ai/mcp/servers/zihin-ai/zihin-mcp) 🎖️ 📇 ☁️ - Build and operate AI agents on the Zihin.ai platform: manage agents, schemas, triggers, budgets and approvals, run diagnostics and chat with your agents.
### 🔑 Cryptography
@@ -1073,6 +1127,7 @@ Provides access to customer profiles inside of customer data platforms
- [antv/mcp-server-chart](https://github.com/antvis/mcp-server-chart) 🎖️ 📇 ☁️ - Generate visual charts using AntV.
- [bouncewatch/mcp](https://github.com/bouncewatch/mcp) [](https://glama.ai/mcp/servers/bouncewatch/mcp) 🎖️ ☁️ - Track company events such as funding, senior hires, partnerships and expansion, with dated, weighted signals, natural-language queries and watch alerts.
- [ckalima/pipedrive-mcp-server](https://github.com/ckalima/pipedrive-mcp-server) [](https://glama.ai/mcp/servers/ckalima/pipedrive-mcp-server) 📇 ☁️ - Manage Pipedrive CRM deals, persons, organizations, activities, products, projects, tasks, leads, notes and mail, with opt-in delete tools.
+- [penmadebykisss/amocrm-kommo-mcp](https://github.com/penmadebykisss/amocrm-kommo-mcp) [](https://glama.ai/mcp/servers/penmadebykisss/amocrm-kommo-mcp) 📇 ☁️ 🍎 🪟 🐧 - amoCRM / Kommo CRM: leads, contacts, tasks and notes, plus sales analytics - pipeline report with win rate and manager leaderboard, stale deals, overdue tasks.
- [echoloc-ai/echoloc-mcp](https://github.com/echoloc-ai/echoloc-mcp) [](https://glama.ai/mcp/servers/echoloc-ai/echoloc-mcp) 🎖️ 🐍 ☁️ - Company technographics from hiring data: find companies adopting, replacing or evaluating technologies and enrich domains with firmographics and hiring signals.
- [hustcc/mcp-echarts](https://github.com/hustcc/mcp-echarts) 📇 🏠 - Generate visual charts dynamically using Apache ECharts.
- [hustcc/mcp-mermaid](https://github.com/hustcc/mcp-mermaid) 📇 🏠 - Generate Mermaid diagrams and charts dynamically.
@@ -1081,6 +1136,7 @@ Provides access to customer profiles inside of customer data platforms
- [embeddedlayers/mcp-analytics](https://github.com/embeddedlayers/mcp-analytics) [](https://glama.ai/mcp/servers/embeddedlayers/mcp-analytics) 🐍 ☁️ - Statistical analysis, forecasting and ML on CSV files or live data from Shopify, Stripe, GA4 and more, with interactive HTML reports.
- [mambalabsdev/mcp-gtm-signals-aggregator](https://github.com/mambalabsdev/mcp-gtm-signals-aggregator) [](https://glama.ai/mcp/servers/mambalabsdev/mcp-gtm-signals-aggregator) 📇 ☁️ - Combines hiring and tech stack signals into a composite GTM intelligence brief with overall signal scoring per company.
- [mambalabsdev/mcp-icp-fit-scorer](https://github.com/mambalabsdev/mcp-icp-fit-scorer) [](https://glama.ai/mcp/servers/mambalabsdev/mcp-icp-fit-scorer) 📇 ☁️ - Score a company against a weighted ideal customer profile, returning a 0-100 score, an A/B/C tier and a per-signal breakdown.
+- [mambalabsdev/mcp-people-finder](https://github.com/mambalabsdev/mcp-people-finder) [](https://glama.ai/mcp/servers/mambalabsdev/mcp-people-finder) 📇 ☁️ - Finds people at a company by role, seniority, and department, and returns structured contact records with an optional verified business email.
- [OpenDataMCP/OpenDataMCP](https://github.com/OpenDataMCP/OpenDataMCP) 🐍 ☁️ - Connect any open data source to LLMs.
- [penmadebykisss/bitrix24-mcp](https://github.com/penmadebykisss/bitrix24-mcp) [](https://glama.ai/mcp/servers/penmadebykisss/bitrix24-mcp) 📇 ☁️ 🍎 🪟 🐧 - Bitrix24 CRM via inbound webhook: search and edit deals, leads, contacts, tasks and timeline comments, plus sales analytics — pipeline report with manager leaderboard, stale deals and overdue tasks.
- [QuackbackIO/quackback](https://github.com/QuackbackIO/quackback) 📇 ☁️ - Open-source customer feedback platform: search and triage posts, update statuses, comment, vote, manage roadmaps, merge duplicates and publish changelogs.
@@ -1093,8 +1149,10 @@ Provides access to customer profiles inside of customer data platforms
Secure database access with schema inspection capabilities. Enables querying and analyzing data with configurable security controls including read-only access.
+- [AIops-tools/MySQL-AIops](https://github.com/AIops-tools/MySQL-AIops) [](https://glama.ai/mcp/servers/AIops-tools/MySQL-AIops) 🐍 🏠 - Governed MySQL + MariaDB DBA operations — slow-query, lock-wait/deadlock, replication, and fragmentation RCA, plus guardrailed writes (35 tools) with unbypassable audit logging (MCP + CLI), budget/runaway guards, dry-run, and undo/rollback.
- [dockndevai/mcp-percona-pg](https://github.com/dockndevai/mcp-percona-pg) [](https://glama.ai/mcp/servers/dockndevai/mcp-percona-pg) 📇 🏠 🍎 🪟 🐧 - Manage Percona Operator for PostgreSQL clusters: PgBouncer pooling, tuning, backups and PITR, DR and major upgrades, with gated destructive actions.
- [dockndevai/mcp-clickhouse](https://github.com/dockndevai/mcp-clickhouse) [](https://glama.ai/mcp/servers/dockndevai/mcp-clickhouse) 📇 🏠 🍎 🪟 🐧 - ClickHouse schema exploration, analytical queries and management, with statements gated by access mode, row caps and auditing.
+- [AIops-tools/Queue-AIops](https://github.com/AIops-tools/Queue-AIops) [](https://glama.ai/mcp/servers/AIops-tools/Queue-AIops) 🐍 🏠 - Governed Redis + RabbitMQ operations — memory-pressure, latency, backlog, and churn RCA, plus guardrailed queue and key operations (28 tools) with unbypassable audit logging (MCP + CLI), budget/runaway guards, and undo/rollback.
- [agenticfabriq/mnemiq](https://github.com/agenticfabriq/mnemiq) [](https://glama.ai/mcp/servers/agenticfabriq/mnemiq) 🐍 🏠 🍎 🪟 🐧 - Natural-language questions over Postgres, Oracle, Snowflake, Databricks, DuckDB and SQLite; generated SQL is validated deterministically before running.
- [AIops-tools/Postgres-AIops](https://github.com/AIops-tools/Postgres-AIops) [](https://glama.ai/mcp/servers/AIops-tools/Postgres-AIops) 🐍 🏠 - Governed PostgreSQL DBA operations: slow-query, bloat and lock analysis, index management, vacuum and replication lag, with audit logs and rollback.
- [Aiven-Open/mcp-aiven](https://github.com/Aiven-Open/mcp-aiven) 🐍 ☁️ 🎖️ - Navigate Aiven projects and interact with PostgreSQL, Apache Kafka, ClickHouse and OpenSearch services.
@@ -1106,6 +1164,7 @@ Secure database access with schema inspection capabilities. Enables querying and
- [appwrite/mcp](https://github.com/appwrite/mcp) [](https://glama.ai/mcp/servers/appwrite/mcp) 🎖️ 🐍 ☁️ - Manage Appwrite databases, auth, users, functions, storage, messaging and more.
- [ArcadeData/arcadedb](https://github.com/ArcadeData/arcadedb) [](https://glama.ai/mcp/servers/@ArcadeData/arcade-db-multi-model-dbms) 🎖️ ☕ 🏠 - Built into ArcadeDB, a multi-model database (graph, document, key-value, time-series, vector) with SQL, Cypher, Gremlin and MongoDB QL support.
- [Arun-kc/schemabrain](https://github.com/Arun-kc/schemabrain) [](https://glama.ai/mcp/servers/Arun-kc/schemabrain) 🐍 🏠 🍎 🪟 🐧 - Read-only Postgres access with SQL compiled from your own definitions, PII refusal and a tamper-evident audit chain.
+- [ashishsinha1602/schemagate](https://github.com/ashishsinha1602/schemagate) [](https://glama.ai/mcp/servers/ashishsinha1602/schemagate) 🐍 🏠 🍎 🪟 🐧 - Selects the schema objects a SQL agent sees and returns only the tables the calling principal may read, on Postgres, Oracle, MySQL and SQL Server.
- [astandrik/local-ydb-toolkit](https://github.com/astandrik/local-ydb-toolkit) [](https://glama.ai/mcp/servers/astandrik/local-ydb-toolkit) 📇 🏠 - Operate Docker-based local-ydb deployments locally or over SSH: bootstrap, diagnostics, auth hardening, storage workflows, dump/restore and upgrades.
- [benborla29/mcp-server-mysql](https://github.com/benborla/mcp-server-mysql) ☁️ 🏠 - MySQL database integration with configurable access controls and schema inspection.
- [bram2w/baserow](https://github.com/bram2w/baserow) - Baserow database integration: search and list tables, and create, read, update and delete rows.
@@ -1128,6 +1187,7 @@ Secure database access with schema inspection capabilities. Enables querying and
- [devopam/MCPg](https://github.com/devopam/MCPg) [](https://glama.ai/mcp/servers/devopam/MCPg) 🐍 🏠 ☁️ 🍎 🪟 🐧 - PostgreSQL catalog introspection, AST-validated query execution, index tuning, natural-language SQL, and pgvector, TimescaleDB and AGE integrations.
- [domdomegg/airtable-mcp-server](https://github.com/domdomegg/airtable-mcp-server) 📇 🏠 - Airtable database integration with schema inspection, read and write capabilities.
- [edwinbernadus/nocodb-mcp-server](https://github.com/edwinbernadus/nocodb-mcp-server) 📇 ☁️ - NocoDB database integration with read and write capabilities.
+- [elekto-com-br/elekto-mcp-sql](https://github.com/elekto-com-br/elekto-mcp-sql) [](https://glama.ai/mcp/servers/elekto-com-br/elekto-mcp-sql) #️⃣ 🏠 🍎 🪟 🐧 - Read-only SQL Server introspection for .NET projects: schema, DDL, dependency graphs, index health and data profiling, reading connection strings from appsettings.json or web.config, and reporting which GRANTs the login lacks.
- [ergut/mcp-bigquery-server](https://github.com/ergut/mcp-bigquery-server) 📇 ☁️ - Access and query Google BigQuery databases.
- [Eszetael/postgres-mcp-hardened](https://github.com/Eszetael/postgres-mcp-hardened) [](https://glama.ai/mcp/servers/Eszetael/postgres-mcp-hardened) 🦀 🏠 ☁️ 🍎 🪟 🐧 - Read-only PostgreSQL access: AST-validated queries in read-only transactions, schema inspection, column redaction, EXPLAIN cost guard and audit log.
- [f4ww4z/mcp-mysql-server](https://github.com/f4ww4z/mcp-mysql-server) 📇 🏠 - MySQL database integration for secure database operations.
@@ -1153,6 +1213,7 @@ Secure database access with schema inspection capabilities. Enables querying and
- [izzzzzi/izTolkMcp](https://github.com/izzzzzi/izTolkMcp) [](https://glama.ai/mcp/servers/izzzzzi/iz-tolk-mcp) 📇 🏠 - Compile, syntax-check and generate deployment deeplinks for TON smart contracts with the Tolk compiler.
- [isaacwasserman/mcp-snowflake-server](https://github.com/isaacwasserman/mcp-snowflake-server) 🐍 ☁️ - Snowflake integration with read and optional write operations, plus insight tracking.
- [iunera/druid-mcp-server](https://github.com/iunera/druid-mcp-server) ☕ ☁️ 🏠 - Manage and analyze Apache Druid clusters with tools, resources and prompts.
+- [jakubro/dbprint](https://github.com/jakubro/dbprint) [](https://glama.ai/mcp/servers/jakubro/dbprint) 🐍 🏠 🍎 🪟 🐧 - Committed, offline snapshots of database structure and column statistics: value lists, null rates, joins. No live connection.
- [Janadasroor/pg-mnemosyne-mcp](https://github.com/Janadasroor/pg-mnemosyne-mcp) [](https://glama.ai/mcp/servers/Janadasroor/pg-mnemosyne-mcp) 🐍 🏠 - PostgreSQL-backed persistent memory, task tracker and multi-agent coordination hub for AI assistants.
- [JaviMaligno/postgres_mcp](https://github.com/JaviMaligno/postgres_mcp) 🐍 🏠 - PostgreSQL querying, schema exploration and table analysis, read-only by default with SQL injection prevention.
- [joshuarileydev/supabase-mcp-server](https://github.com/joshuarileydev/supabase) - Create and manage Supabase projects and organizations.
@@ -1286,6 +1347,9 @@ Data Platforms for data integration, transformation and pipeline orchestration.
- [Leekangbum/networklytics-mcp](https://github.com/Leekangbum/networklytics-mcp) [](https://glama.ai/mcp/servers/Leekangbum/networklytics-mcp) 🐍 - Social network analysis of YouTube comments: influencer centrality ranking, Louvain community detection and sentiment analysis.
### 💻 Developer Tools
+- [skymanbp/CodeEraser](https://github.com/skymanbp/CodeEraser) [](https://glama.ai/mcp/servers/skymanbp/CodeEraser) 🏠 🍎 🪟 🐧 - Scans a repository for dead code, duplication, churn and structure and erases what the scan found, with a log of every erasure; the judgments come from a local core binary, not an LLM.
+- [inth3shadows/runecho](https://github.com/inth3shadows/runecho) [](https://glama.ai/mcp/servers/inth3shadows/runecho) 🏎️ 🏠 🍎 🪟 🐧 - Deterministic symbol oracle over a locally built index of the repo: whether a symbol exists, what a file declares, and what changed structurally since the last snapshot. Ships with a PreToolUse guard that stops an Edit/Write referencing a function, constant or type the repo does not declare, before the write lands. No LLM, no API keys, no network — the same code produces the same answer. Parsers for Go, Python, JS/TS, Rust, Ruby and shell. `bash install.sh`
+- [huanglizhuo/OctoCounts](https://github.com/huanglizhuo/OctoCounts) [](https://glama.ai/mcp/servers/huanglizhuo/OctoCounts) 📇 🏠 🍎 🪟 🐧 - SLOC counts for any public GitHub repository from any MCP client: files, code, comment and blank lines per language, plus side-by-side repo comparisons.
- [ieranama/discomcp](https://github.com/ieranama/discomcp) [](https://glama.ai/mcp/servers/ieranama/discomcp) 🦀 🏠 🍎 🪟 🐧 - Profiles how you use any MCP server into a reusable, read-only skill: workflows, call chains and each tool's safety class.
- [Karzone/TestAtlas](https://github.com/Karzone/TestAtlas) [](https://glama.ai/mcp/servers/Karzone/TestAtlas) #️⃣ 🏠 🍎 🪟 🐧 - Maps a .NET Reqnroll/SpecFlow test-automation solution into a queryable SQLite file to search step definitions, check change impact and avoid duplicate code.
- [ARADIA-systems/aradia-mcp-server](https://github.com/ARADIA-systems/aradia-mcp-server) [](https://glama.ai/mcp/servers/ARADIA-systems/aradia-mcp-server) 🎖️ 📇 ☁️ 🏠 🐧 - On-premise private AI systems from ARADIA on NVIDIA DGX hardware: hardware sizing, ROI modeling, partner onboarding, procurement and order tracking.
@@ -1298,11 +1362,14 @@ Data Platforms for data integration, transformation and pipeline orchestration.
- [aicanvas-me/aicanvas](https://github.com/aicanvas-me/aicanvas) [](https://glama.ai/mcp/servers/aicanvas-me/aicanvas) 📇 🏠 🍎 🪟 🐧 - Search and fetch animated, shadcn-compatible React components, design systems and templates, with install commands, from the aicanvas registry.
- [Hyperiux-Immersion-Labs/hyperiux-components](https://github.com/Hyperiux-Immersion-Labs/hyperiux-components) [](https://glama.ai/mcp/servers/Hyperiux-Immersion-Labs/hyperiux-components) 🎖️ 📇 🏠 🍎 🪟 🐧 - Browse and search Hyperiux Vault React/Next.js animation and interaction effects, with dependencies, changelogs, install commands and source code.
- [2ools/mcp-server](https://github.com/2ools/mcp-server) [](https://glama.ai/mcp/servers/2ools/mcp-server) 🎖️ 📇 ☁️ 🍎 🪟 🐧 - Versioned projects from assistant-built work: shareable HTML previews, version comparison, delegated approvals, artifacts, work assignments and source export.
+- [forgemeshlabs/aso-score-mcp](https://github.com/forgemeshlabs/aso-score-mcp) [](https://glama.ai/mcp/servers/forgemeshlabs/aso-score-mcp) 📇 🏠 ☁️ 🍎 🪟 🐧 - Free ASO Score (Agent Signal Optimization) scanner scoring discovery, identity, trust, commerce, reputation, and memory signals, with maturity levels, evidence, and prioritized fix plans. Local stdio, no API key required. `npx -y @forgemeshlabs/aso-score-mcp`
- [aurumflux20/effectfence](https://github.com/aurumflux20/effectfence) [](https://glama.ai/mcp/servers/aurumflux20/effectfence) 🦀 🏠 🍎 🪟 🐧 - Prevents double charges and duplicate side effects from agent tool calls: concurrent races elect one winner, late duplicates replay a sealed receipt.
- [baobabcat/demandscope](https://github.com/baobabcat/demandscope) [](https://glama.ai/mcp/servers/baobabcat/demandscope) 🐍 🏠 🍎 🪟 🐧 - Demand-signal scanner for validating product and dev-tool ideas using GitHub repo signals, Hacker News attention and npm/PyPI download counts.
+- [bourhaouta/vscode-tailwindshades](https://github.com/bourhaouta/vscode-tailwindshades) [](https://glama.ai/mcp/servers/bourhaouta/vscode-tailwindshades) 📇 ☁️ 🏠 🍎 🪟 🐧 - Tailwind CSS palettes (50–950) from any color for Tailwind v4, v3, v2 and v1, computed in OKLCH, plus the closest Tailwind color to any color. Run it with `npx tailwindshades-mcp` or use the hosted endpoint.
- [BoxBoxmari/my-pi](https://github.com/BoxBoxmari/my-pi) [](https://glama.ai/mcp/servers/BoxBoxmari/my-pi) 📇 🏠 🍎 🪟 🐧 - Local-first runtime for coding agents: bounded workspace access, guarded writes, AST search, LSP navigation and diagnostics, and Git tooling.
- [Bristlecone-Logic/bristlecone-logic](https://github.com/Bristlecone2026/bristlecone-logic) [](https://glama.ai/mcp/servers/Bristlecone2026/bristlecone-logic) 🐍 ☁️ - Deterministic execution guardrails, isolated AST-based math evaluation, SSRF-safe DNS routing and malformed JSON repair.
- [bricelancasterwcp-sudo/sensorium](https://github.com/bricelancasterwcp-sudo/sensorium) [](https://glama.ai/mcp/servers/bricelancasterwcp-sudo/sensorium) 🐍 🦀 📇 🏠 🐧 - Records Python, Rust and TypeScript program runs to local SQLite so coding agents can query call trees, exceptions and value flow.
+- [congzhou09/chrome-dev-mcp](https://github.com/congzhou09/chrome-dev-mcp) [](https://glama.ai/mcp/servers/congzhou09/chrome-dev-mcp) 📇 🏠 - Page inspection and runtime debugging in Chrome for AI coding agents: breakpoints, stepping, scope variables, source-mapped stacks, plus HTML/CSS, console, network and screenshots. Plain CDP with no DevTools SDK dependency, keeping the install lightweight.
- [hivemindunit/llmintel-mcp](https://github.com/hivemindunit/llmintel-mcp) [](https://glama.ai/mcp/servers/hivemindunit/llmintel-mcp) 📇 ☁️ - Check whether an LLM model ID is deprecated, retiring or retired, and what to migrate to, across OpenAI, Anthropic, Azure, Bedrock, Google and Cohere.
- [jubstaaa/hono-telescope](https://github.com/jubstaaa/hono-telescope) [](https://glama.ai/mcp/servers/Jubstaaa/hono-telescope) 📇 🏠 - Read-only debugging for Hono apps: recent exceptions with their requests, logs and queries, requests filtered by status or duration, and the slowest queries.
- [Jarroslav/agentic-os](https://github.com/Jarroslav/agentic-os) [](https://glama.ai/mcp/servers/Jarroslav/agentic-os) 📇 🏠 🍎 🪟 🐧 - Read-only access to the agentic-os governance, SDLC and QE methodology, with install planning and verification.
@@ -1319,6 +1386,7 @@ Data Platforms for data integration, transformation and pipeline orchestration.
- [VerificateAI/verificate-mcp-quickstart](https://github.com/VerificateAI/verificate-mcp-quickstart) [](https://glama.ai/mcp/servers/VerificateAI/verificate-mcp-quickstart) 🎖️ 📇 ☁️ - Merge gate for AI-written code: catches placeholder code, unfailable tests, unsupported completion claims and nonexistent API calls, then returns a fix plan.
- [Vivekpatil200320/CyberRescue](https://github.com/Vivekpatil200320/cyberrescue) [](https://glama.ai/mcp/servers/Vivekpatil200320/cyberrescue) 🐍 🏠 - Host-level telemetry gateway letting sandboxed agents fetch container logs and track kernel resource metrics.
- [davidmosiah/delx-mcp-server](https://github.com/davidmosiah/delx-mcp-server) [](https://glama.ai/mcp/servers/davidmosiah/delx-mcp-server) 📇 🏠 ☁️ 🍎 🪟 🐧 - Local stdio bridge to the hosted Delx Protocol MCP endpoint, with client install, doctor checks and live tool discovery.
+- [dcadolph/slop-chop](https://github.com/dcadolph/slop-chop) [](https://glama.ai/mcp/servers/dcadolph/slop-chop) 🏎️ 🏠 🍎 🪟 🐧 - Deterministic linter for AI writing tells. Offline by default, with an optional model pass if you want one.
- [deed-lang/deed](https://github.com/deed-lang/deed) [](https://glama.ai/mcp/servers/deed-lang/deed) 🦀 🏠 🍎 🪟 🐧 - Contract-first programming language: check types, effects, capabilities and contracts in agent-written modules and review changes for new authority.
- [DeusData/codebase-memory-mcp](https://github.com/DeusData/codebase-memory-mcp) [](https://glama.ai/mcp/servers/DeusData/codebase-memory-mcp) 🌊 🏠 🍎 🪟 🐧 - Indexes a repo into a persistent local knowledge graph of functions, classes, call chains, HTTP routes and cross-service links, using tree-sitter and LSP.
- [docweave/mcp](https://github.com/NicolasMartalog/docweave-mcp) [](https://glama.ai/mcp/servers/NicolasMartalog/docweave-mcp) 📇 🏠 ☁️ - Generate PDFs from HTML, a URL or a template with JSON data, and extract text or Markdown from PDFs.
@@ -1330,9 +1398,11 @@ Data Platforms for data integration, transformation and pipeline orchestration.
- [kucherenko/jscpd](https://github.com/kucherenko/jscpd) [](https://glama.ai/mcp/servers/kucherenko/jscpd) 🎖️ 🦀 🏠 🍎 🪟 🐧 - Duplicate code detection with jscpd: check snippets and files for copy/paste duplication against a scanned project before committing.
- [KyaniteLabs/checkyourself](https://github.com/KyaniteLabs/checkyourself) [](https://glama.ai/mcp/servers/KyaniteLabs/checkyourself) 🐍 🏠 - Local launch-readiness audit for AI-built apps: read-only checks, an evidence-based 0-100 score and guided fixes.
- [m00nreport/mcp-server](https://github.com/m00nreport/mcp-server) [](https://glama.ai/mcp/servers/m00nreport/mcp-server) 🎖️ 📇 ☁️ 🏠 🍎 🪟 🐧 - Test management: author manual test cases, run executions, cut releases and link automated tests, with prompts for flaky-test triage and release readiness.
+- [maple-kit/maple](https://github.com/maple-kit/maple) [](https://glama.ai/mcp/servers/maple-kit/maple) 📇 🏠 🍎 🪟 🐧 - Frontend review on deployed previews. Your agent reads reviewers' comments over MCP and resolves them, and a CI check holds the merge until they are.
- [mcurmi05/vdiff](https://github.com/mcurmi05/vdiff) [](https://glama.ai/mcp/servers/mcurmi05/vdiff) 📇 ☁️ - Breaking-change diffs for npm packages, so coding agents avoid writing code against outdated APIs.
- [minipuft/claude-prompts-mcp](https://github.com/minipuft/claude-prompts-mcp) [](https://glama.ai/mcp/servers/minipuft/claude-prompts-mcp) 📇 🏠 🍎 🪟 🐧 - Reusable prompt templates with multi-step chains, quality gates and reasoning frameworks, exportable as native skills for coding agents.
- [modus-agendi/managed-agent-control-mcp](https://github.com/modus-agendi/managed-agent-control-mcp) [](https://glama.ai/mcp/servers/modus-agendi/managed-agent-control-mcp) 🐍 🏠 ☁️ 🍎 🪟 🐧 - Control Claude Managed Agents: launch agents, watch their events, reply, approve tool calls and stop them.
+- [MykytaStel/repopilot](https://github.com/MykytaStel/repopilot) [](https://glama.ai/mcp/servers/MykytaStel/repopilot) 🦀 🏠 🍎 🪟 🐧 - Local, deterministic review of Git changes for coding agents: weakened tests and CI gates, security boundaries, blast radius.
- [getnahook/nahook-mcp](https://github.com/getnahook/nahook-mcp) [](https://glama.ai/mcp/servers/getnahook/nahook-mcp) 🎖️ 🏎️ ☁️ - Nahook webhook platform: trigger webhooks, inspect deliveries, retry failures and manage endpoints.
- [naveenayalla1-CS50/mcp-server-toolkit](https://github.com/naveenayalla1-CS50/mcp-server-toolkit) [](https://glama.ai/mcp/servers/naveenayalla1-CS50/mcp-server-toolkit) 📇 🏠 ☁️ 🍎 🪟 🐧 - Developer toolkit: semantic code search, natural-language database queries, docs indexing and OpenAPI introspection.
- [Nishant-Chaudhary5338/mcp-code-indexer](https://github.com/Nishant-Chaudhary5338/mcp-code-indexer) [](https://glama.ai/mcp/servers/Nishant-Chaudhary5338/mcp-code-indexer) 📇 🏠 - Index TypeScript/React repos into a code graph: who-renders and who-calls queries, blast radius, dependency cycles, dead code and symbol signatures.
@@ -1346,6 +1416,7 @@ Data Platforms for data integration, transformation and pipeline orchestration.
- [masondelan/selvedge](https://github.com/masondelan/selvedge) [](https://glama.ai/mcp/servers/masondelan/selvedge) 🐍 🏠 - Change tracking for codebases: agents log structured change events with diff and reasoning, then query them via diff, blame, history and search.
- [saiffmirza/kiyas](https://github.com/saiffmirza/kiyas) [](https://glama.ai/mcp/servers/saiffmirza/kiyas) 📇 🏠 ☁️ 🍎 🪟 🐧 - Design-fidelity checks: compare a Figma frame or design screenshot with the rendered UI and get structured discrepancies with CSS properties and severity.
- [sapph1re/mcp-billing-gateway-sdk](https://github.com/sapph1re/mcp-billing-gateway-sdk) [](https://glama.ai/mcp/servers/sapph1re/mcp-billing-gateway-sdk) 📇 ☁️ - Billing for MCP server operators: Stripe subscriptions, per-call credits, tiered pricing and x402 micropayments without writing billing code.
+- [Stellify-Software-Ltd/stellify-mcp](https://github.com/Stellify-Software-Ltd/stellify-mcp) [](https://glama.ai/mcp/servers/Stellify-Software-Ltd/stellify-mcp) 📇 ☁️ - Build Laravel apps through conversation on the Stellify platform: code stored as structured JSON for surgical statement-level edits, with a shared reuse library, CRUD scaffolding, migrations and studio test runs.
- [agenticempire/axint](https://github.com/agenticempire/axint) [](https://glama.ai/mcp/servers/agenticempire/axint) 📇 🏠 - Compiles TypeScript to validated Swift for Apple platforms: App Intents, SwiftUI views, WidgetKit widgets and full apps.
- [AIStoryHub/etincel](https://github.com/AIStoryHub/etincel) [](https://glama.ai/mcp/servers/AIStoryHub/etincel) 🎖️ 📇 🏠 ☁️ 🍎 🪟 🐧 - Deterministic local audit for AI writing tells (uniform paragraphs, stock transitions) plus a trainable voice layer so drafts sound closer to a real voice.
- [callstackincubator/agent-device](https://github.com/callstackincubator/agent-device) [](https://glama.ai/mcp/servers/callstackincubator/agent-device) 📇 🏠 🍎 🐧 - Discovery router for the agent-device CLI: status, install guidance, version-matched help and prompts for iOS, Android, tvOS, macOS and Linux automation.
@@ -1373,7 +1444,7 @@ Tools and integrations that enhance the development workflow and environment man
- [LWTlong/ai-dev-analytics](https://github.com/LWTlong/ai-dev-analytics) [](https://glama.ai/mcp/servers/LWTlong/ai-dev-analytics) 📇 🏠 - Observability for AI coding: tracks token usage and time, and turns AI deviations into persistent project rules.
- [3KniGHtcZ/codebeamer-mcp](https://github.com/3KniGHtcZ/codebeamer-mcp) [](https://glama.ai/mcp/servers/3KniGHtcZ/codebeamer-mcp) 📇 ☁️ 🍎 🪟 🐧 - Codebeamer ALM: read and write work items, trackers, projects, associations, references, comments and risk management data via the REST API.
- [21st-dev/Magic-MCP](https://github.com/21st-dev/magic-mcp) - Create UI components inspired by 21st.dev design engineers.
-- [runyourempire/4DA](https://github.com/runyourempire/4DA/tree/main/mcp-4da-server) [](https://glama.ai/mcp/servers/runyourempire/4DA) 📇 🏠 🍎 🪟 🐧 - Dependency intelligence for coding agents: live CVE scanning, dependency health, upgrade planning, ecosystem news and decision memory.
+- [4DA-Systems/4DA](https://github.com/4DA-Systems/4DA/tree/main/mcp-4da-server) [](https://glama.ai/mcp/servers/4DA-Systems/4DA) 📇 🏠 🍎 🪟 🐧 - Upgrade intelligence for coding agents: what an upgrade changes and which of your files it touches, pre-install dependency checks, and lockfile CVE scans.
- [mvtandas/wp-cli-mcp](https://github.com/mvtandas/wp-cli-mcp) [](https://glama.ai/mcp/servers/mvtandas/wp-cli-mcp) 📇 🏠 - WordPress management via WP-CLI, locally or over SSH: themes, plugins, posts, menus, users, database, scaffolding and cache.
- [Mogacode-ma/elementor-mcp-agent](https://github.com/Mogacode-ma/elementor-mcp-agent) [](https://glama.ai/mcp/servers/Mogacode-ma/elementor-mcp-agent) 📇 ☁️/🏠 - Multi-site WordPress Elementor management: safe edits with backup and auto-rollback, template export/import, bulk find/replace, CSS flush and screenshots.
- [nipun-arora/wordpress-mcp-agent-bridge](https://github.com/nipun-arora/wordpress-mcp-agent-bridge) [](https://glama.ai/mcp/servers/nipun-arora/wordpress-mcp-agent-bridge) 🏠 - WordPress plugin exposing Rank Math SEO fields, JSON-LD schema and restorable content snapshots as MCP tools, plus an additive-only write gate and audit log.
@@ -1399,6 +1470,7 @@ Tools and integrations that enhance the development workflow and environment man
- [mikusnuz/app-publish-mcp](https://github.com/mikusnuz/app-publish-mcp) [](https://glama.ai/mcp/servers/mikusnuz/app-publish-mcp) 📇 ☁️ - App Store Connect and Google Play Console: iOS and Android app management, TestFlight, builds, submissions, prices and sales reports.
- [mikusnuz/cws-mcp](https://github.com/mikusnuz/cws-mcp) [](https://glama.ai/mcp/servers/mikusnuz/cws-mcp) 📇 ☁️ - Chrome Web Store extension management: upload, publish, check status, staged rollouts and metadata updates.
- [mikusnuz/npm-mcp](https://github.com/mikusnuz/npm-mcp) [](https://glama.ai/mcp/servers/mikusnuz/npm-mcp) 📇 🏠 - npm package management: publish, version, search, audit, install and more.
+- [WatermelonBros/reado](https://github.com/WatermelonBros/reado) [](https://glama.ai/mcp/servers/WatermelonBros/reado) 🦀 🏠 🍎 🪟 🐧 - Read-first code IDE whose bundled server exposes a project's tasks, comments, reading progress and bookmarks as MCP resources — plus browser-preview inspection tools — so a coding agent can consult your review and mark each task done or failed. `reado mcp`
- [Wopee-io/wopee-mcp](https://github.com/Wopee-io/wopee-mcp) [](https://glama.ai/mcp/servers/Wopee-io/wopee-mcp) 📇 ☁️ - Autonomous web app testing: run test cases in real browsers with pass/fail results and screenshots, and generate user stories, test cases and Playwright code.
- [wooxogh/adr-mcp-setup](https://github.com/wooxogh/adr-mcp-setup) [](https://glama.ai/mcp/servers/wooxogh/adr-mcp-setup) 📇 🏠 - Generates Architecture Decision Records from Claude Code conversations, with quality review, duplicate detection, a dependency graph and stale ADR alerts.
- [agent-easy-use/mobile-easy-use](https://github.com/agent-easy-use/mobile-easy-use) [](https://glama.ai/mcp/servers/agent-easy-use/mobile-easy-use) 🏠 - Android and iOS runtime inspection and control via Frida: method hooks, state inspection, temporary overrides, UI actions and screenshots.
@@ -1413,6 +1485,7 @@ Tools and integrations that enhance the development workflow and environment man
- [akramIOT/MCP_AI_SOC_Sher](https://github.com/akramIOT/MCP_AI_SOC_Sher) 🐍 ☁️ 📇 - Dynamic SOC security threat analysis for a Text2SQL AI agent.
- [aktsmm/skill-ninja-mcp-server](https://github.com/aktsmm/skill-ninja-mcp-server) 📇 🏠 🍎 🪟 🐧 - Search, install and manage agent skills (SKILL.md files) from GitHub repositories, with workspace analysis for personalized recommendations.
- [alimo7amed93/webhook-tester-mcp](https://github.com/alimo7amed93/webhook-tester-mcp) 🐍 ☁️ - Create, retrieve and delete webhooks on webhook-test.com.
+- [allxsmith/bestax](https://github.com/allxsmith/bestax/tree/main/bestax-mcp) [](https://glama.ai/mcp/servers/allxsmith/bestax) 🎖️ 📇 🏠 🍎 🪟 🐧 - Gives agents props, examples and CSS variables for the Bestax React component library (Bulma v1). Runs offline.
- [ambar/simctl-mcp](https://github.com/ambar/simctl-mcp) 📇 🏠 🍎 - Control the iOS Simulator.
- [andrewschreiber/desktopinsights-mcp](https://github.com/andrewschreiber/desktopinsights-mcp) [](https://glama.ai/mcp/servers/andrewschreiber/desktopinsights-mcp) 📇 ☁️ 🍎 🪟 🐧 - Look up SDKs, frameworks and dependencies used by macOS and Windows desktop apps, search by technology adoption and compare stacks via Desktop Insights.
- [andypgray/resharper-cli-mcp](https://github.com/andypgray/resharper-cli-mcp) [](https://glama.ai/mcp/servers/andypgray/resharper-cli-mcp) #️⃣ 🏠 🍎 🪟 🐧 - ReSharper solution-wide inspections and code cleanup for C# solutions via JetBrains' command-line tools, without an IDE. Unofficial.
@@ -1451,6 +1524,7 @@ Tools and integrations that enhance the development workflow and environment man
- [patchloom/patchloom](https://github.com/patchloom/patchloom) [](https://glama.ai/mcp/servers/patchloom/patchloom) 🦀 🏠 🍎 🪟 🐧 - Structured file edits for agents: JSON, YAML and TOML by selector, Markdown and AST edits, dry runs and multi-file transactional batches.
- [PatrickSys/codebase-context](https://github.com/PatrickSys/codebase-context) [](https://glama.ai/mcp/servers/@PatrickSys/codebase-context) 📇 🏠 🍎 🪟 🐧 - Shows agents which patterns a codebase actually uses, which files a change will affect and when there is too little context to trust an edit. Runs locally.
- [CodeLogicIncEngineering/codelogic-mcp-server](https://github.com/CodeLogicIncEngineering/codelogic-mcp-server) 🎖️ 🐍 ☁️ 🍎 🪟 🐧 - CodeLogic code dependency analytics, architectural risk analysis and impact assessment.
+- [coffeecoproject/layermap](https://github.com/coffeecoproject/layermap) [](https://glama.ai/mcp/servers/coffeecoproject/layermap) 📇 🏠 🍎 🐧 - Compiler-resolved call graph for TypeScript/JavaScript, Go, Python and Java that traces a function's callers up to HTTP routes and handlers in one call.
- [Comet-ML/Opik-MCP](https://github.com/comet-ml/opik-mcp) 🎖️ 📇 ☁️ 🏠 - Use natural language to explore LLM observability, traces, and monitoring data captured by Opik.
- [conan-io/conan-mcp](https://github.com/conan-io/conan-mcp) 🎖️ 🐍 🏠 🍎 🪟 🐧 - Conan C/C++ package manager: create projects, manage dependencies, check licenses and scan for security vulnerabilities.
- [ConfigCat/mcp-server](https://github.com/configcat/mcp-server) 🎖️ 📇 ☁️ - ConfigCat feature flag platform: manage feature flags, configs, environments, products and organizations.
@@ -1471,6 +1545,7 @@ Tools and integrations that enhance the development workflow and environment man
- [deploy-mcp/deploy-mcp](https://github.com/alexpota/deploy-mcp) 📇 ☁️ 🏠 - Deployment tracking and monitoring with live status badges.
- [docker/hub-mcp](https://github.com/docker/hub-mcp) 🎖️ 📇 ☁️ 🏠 - Interact with Docker Hub: repositories, search and Docker Hardened Images.
- [dorukardahan/twitterapi-docs-mcp](https://github.com/dorukardahan/twitterapi-docs-mcp) 📇 🏠 - Offline access to TwitterAPI.io documentation: endpoint references, guides and authentication docs.
+- [EdelmarSchneider/permark](https://github.com/EdelmarSchneider/permark) [](https://glama.ai/mcp/servers/EdelmarSchneider/trailmark) 🦀 🏠 🍎 🪟 🐧 - Markdown reader and editor that tells coding agents what you are reading: the open document, section and selection, unread changes, your comments to resolve, and section search across the project. Read-only, local and off until enabled per project.
- [efremidze/swift-patterns-mcp](https://github.com/efremidze/swift-patterns-mcp) 📇 🏠 🍎 🪟 🐧 - Curated Swift and SwiftUI patterns and real-world code examples from sources like Swift by Sundell and SwiftLee.
- [endorhq/cli](https://github.com/endorhq/cli) 📇 ☁️ 🏠 🪟 🐧 🍎 - Endor: run services like MariaDB, Postgres, Redis, Memcached, Alpine or Valkey as pre-configured apps in isolated sandboxes.
- [endiagram/mcp](https://github.com/dushyant30suthar/endiagram-mcp) [](https://glama.ai/mcp/servers/dushyant30suthar/endiagram-mcp) 📇 ☁️ - Deterministic structural analysis of systems described in EN syntax: topology, bottlenecks, blast radius, tracing, diffs and centrality.
@@ -1481,6 +1556,7 @@ Tools and integrations that enhance the development workflow and environment man
- [eyaltoledano/claude-task-master](https://github.com/eyaltoledano/claude-task-master) 📇 ☁️ 🏠 - Task management for AI-driven development: PRD parsing, task expansion, multi-provider support and selective tool loading to save context.
- [eyaushev/swagger-testcase-mcp](https://github.com/eyaushev/swagger-testcase-mcp) [](https://glama.ai/mcp/servers/eyaushev/swagger-testcase-mcp) 📇 🏠 - Generate API test cases from Swagger/OpenAPI specs (auth, validation, boundary, security and more) and export them to Gherkin, Postman, k6, pytest or TestRail.
- [fantasieleven-code/callout](https://github.com/fantasieleven-code/callout) [](https://glama.ai/mcp/servers/fantasieleven-code/callout-dev) 📇 🏠 - Multi-perspective architecture review from viewpoints like CTO, security, product and DevOps, plus AI collaboration coaching and idea scoring.
+- [FidelisMM/shipstores](https://github.com/FidelisMM/shipstores) [](https://glama.ai/mcp/servers/FidelisMM/shipstores) 🐍 🏠 🍎 - Ship iOS and Android apps end to end: App Store Connect, Google Play Console and Expo EAS builds, listings, screenshots, privacy labels, review submission and App Review replies.
- [flipt-io/mcp-server-flipt](https://github.com/flipt-io/mcp-server-flipt) 📇 🏠 - Interact with feature flags in Flipt.
- [flytohub/flyto-core](https://github.com/flytohub/flyto-core) [](https://glama.ai/mcp/servers/@flytohub/flyto-core) 🐍 🏠 - Deterministic agent execution engine (browser, file, Docker, data, crypto, scheduling modules) with execution traces, evidence snapshots and step replay.
- [ForeverTools/kiprio-mcp](https://github.com/ForeverTools/kiprio-mcp) [](https://glama.ai/mcp/servers/ForeverTools/kiprio-mcp) 🐍 ☁️ - Utility APIs: email validation, DNS lookup, WHOIS, SSL certificate inspection, IBAN validation, business day calculation, hashing and GPU prices.
@@ -1560,6 +1636,7 @@ Tools and integrations that enhance the development workflow and environment man
- [kindly-software/kdb](https://github.com/kindly-software/kdb) 🦀 ☁️ - Time-travel debugger with bidirectional execution replay, hash-chain audit logging and SIMD-accelerated stack unwinding.
- [kirich1409/maven-mcp](https://github.com/kirich1409/maven-mcp) [](https://glama.ai/mcp/servers/kirich1409/maven-mcp) 🐍 ☁️ 🏠 🍎 🪟 🐧 - MCP server / agent plugin for Maven and Gradle dependency intelligence: latest versions, outdated deps, CVEs, changelogs, licenses and project audits.
- [knewstimek/agent-tool](https://github.com/knewstimek/agent-tool) [](https://glama.ai/mcp/servers/knewstimek/agent-tool) 🏎️ 🏠 🍎 🪟 🐧 - Encoding-aware file read/edit for coding agents with indentation conversion and .editorconfig support, plus SSH, SFTP, process management and system utilities.
+- [kranz-org/kranz](https://github.com/kranz-org/kranz) [](https://glama.ai/mcp/servers/kranz-org/kranz) 🏎️ 🏠 🍎 🐧 - Local service orchestrator with a stdio MCP server for inspecting and controlling development services, logs, ports, actions and run history across live project runtimes.
- [KryptosAI/mcp-observatory](https://github.com/KryptosAI/mcp-observatory) [](https://glama.ai/mcp/servers/KryptosAI/mcp-observatory) 📇 🏠 🍎 🪟 🐧 - Regression testing for MCP servers: discovers configured servers, checks capabilities, invokes tools, detects schema drift and recommends new servers.
- [kyisaiah47/compound-mcp](https://github.com/kyisaiah47/compound-mcp) [](https://glama.ai/mcp/servers/kyisaiah47/compound-mcp) 📇 ☁️ - Read-only lookups for facts newer than a model's training cutoff: AI model costs, dependency maintenance, SaaS stack costs, shadcn registry items and more.
- [LadislavSopko/mcp-ai-server-visual-studio](https://github.com/LadislavSopko/mcp-ai-server-visual-studio) #️⃣ 🏠 🪟 - Roslyn-based Visual Studio integration: semantic code navigation, symbol search, inheritance trees, call graphs, safe rename and build/test execution.
@@ -1612,11 +1689,13 @@ Tools and integrations that enhance the development workflow and environment man
- [neilberkman/editorconfig_mcp](https://github.com/neilberkman/editorconfig_mcp) 📇 🏠 - Formats files using .editorconfig rules so AI-generated code follows project formatting standards.
- [Neo1228/spring-boot-starter-swagger-mcp](https://github.com/Neo1228/spring-boot-starter-swagger-mcp) ☕ ☁️ 🏠 - Turn a Spring Boot application into an MCP server by reusing its existing Swagger/OpenAPI documentation.
- [ni-c/woodpecker-ci-mcp](https://github.com/ni-c/woodpecker-ci-mcp) [](https://glama.ai/mcp/servers/ni-c/woodpecker-ci-mcp) 📇 🏠 - Drive a self-hosted Woodpecker CI: read failing step logs, restart, cancel or approve pipelines, and manage secrets, registries, crons, agents and the queue.
+- [nickjlamb/groundwork](https://github.com/nickjlamb/groundwork) [](https://glama.ai/mcp/servers/nickjlamb/groundwork) 📇 🏠 - Scaffolds a deployment-readiness harness (redaction, evals from real failures, CI regression gate) into document-QA and extraction projects, and exposes grounding, extraction and readiness checks to agents.
- [nikolai-vysotskyi/trace-mcp](https://github.com/nikolai-vysotskyi/trace-mcp) [](https://glama.ai/mcp/servers/nikolai-vysotskyi/trace-mcp) 📇 🏠 🍎 🪟 🐧 - Framework-aware code intelligence via a cross-language dependency graph: routes, ORM relations, DI trees, impact analysis, call graphs and refactoring.
- [Nishant-Chaudhary5338/mcp-toolkit](https://github.com/Nishant-Chaudhary5338/mcp-toolkit) [](https://glama.ai/mcp/servers/Nishant-Chaudhary5338/mcp-toolkit) 📇 🏠 🍎 🪟 🐧 - React/TypeScript development toolkit: component scaffolding, dependency audits, WCAG checks, test generation, type enforcement and monorepo management.
- [nk3750/jitapi](https://github.com/nk3750/jitapi) [](https://glama.ai/mcp/servers/nk3750/jitapi) 🐍 ☁️ 🏠 🍎 🪟 🐧 - Discover and call API endpoints from OpenAPI specs using semantic search and dependency graphs, planning multi-step workflows without loading entire specs.
- [no-materials/hird](https://github.com/no-materials/hird) [](https://glama.ai/mcp/servers/no-materials/hird) 🦀 🏠 🍎 🪟 🐧 - Query the Hirð compiler (typed actors on the BEAM): type inference, definition lookup, effect rows, IR fragments, actor protocols and supervision graphs.
- [Neverlow512/agent-droid-bridge](https://github.com/Neverlow512/agent-droid-bridge) [](https://glama.ai/mcp/servers/Neverlow512/agent-droid-bridge) 🐍 🏠 - Control Android devices and emulators via ADB: UI inspection, screen interaction, ADB commands and change detection.
+- [nrupala/codetopo](https://github.com/nrupala/codetopo) [](https://glama.ai/mcp/servers/nrupala/codetopo) 🦀 🏠 🍎 🪟 🐧 - See your codebase the way an agent sees it: turns a source repository into a queryable code graph (symbols, calls, references, structure) with JSON answers an AI coding agent can act on directly, via 12 MCP tools over local stdio.
- [Odrin/rhizome-mcp](https://github.com/Odrin/rhizome-mcp) [](https://glama.ai/mcp/servers/Odrin/rhizome-mcp) 🏎️ 🏠 🍎 🪟 🐧 - Local-first task tracking and coordination for coding agents: durable issues, leases, checkpoints, decisions, dependency graphs and review workflows.
- [ofershap/mcp-server-devutils](https://github.com/ofershap/mcp-server-devutils) [](https://glama.ai/mcp/servers/ofershap/mcp-server-devutils) 📇 🏠 - Developer utilities: Base64, UUID, hashing, JWT decoding, cron parsing, timestamps, JSON and regex.
- [ofershap/mcp-server-dns](https://github.com/ofershap/mcp-server-dns) [](https://glama.ai/mcp/servers/ofershap/mcp-server-dns) 📇 🏠 - DNS lookups, reverse DNS, WHOIS and domain availability checks.
@@ -1693,6 +1772,7 @@ Tools and integrations that enhance the development workflow and environment man
- [tactual-dev/tactual](https://github.com/tactual-dev/tactual) [](https://glama.ai/mcp/servers/tactual-dev/tactual) 📇 🏠 🍎 🪟 🐧 - Screen-reader navigation cost analyzer that models assistive technology user effort with per-profile scoring, graph-based pathfinding and navigation traces.
- [TamarEngel/jira-github-mcp](https://github.com/TamarEngel/jira-github-mcp) - Integrates Jira and GitHub to automate developer workflows from issue tracking to branches, commits, pull requests and merges.
- [tao-izm/devpulse-mcp](https://github.com/tao-izm/devpulse-mcp) [](https://glama.ai/mcp/servers/tao-izm/devpulse-mcp) 📇 🏠 - Real-time diagnostic snapshot of the local dev environment: framework, running services, recent errors and git state.
+- [taylormatematica-beep/repoguard](https://github.com/taylormatematica-beep/repoguard) [](https://glama.ai/mcp/servers/taylormatematica-beep/repoguard) 📇 🏠 🍎 🪟 🐧 - Fast architectural linter & guardrail engine for AI coding agents: detects layer violations, leaked secrets, and enforces .cursorrules & CLAUDE.md standards in ~12ms.
- [TCSoftInc/testcollab-mcp-server](https://github.com/TCSoftInc/testcollab-mcp-server) ☁️ - List, create and update test cases in TestCollab with filtering, sorting and pagination.
- [TKMD/ReftrixMCP](https://github.com/TKMD/ReftrixMCP) [](https://glama.ai/mcp/servers/TKMD/reftrix-mcp) 📇 🏠 🐧 🍎 - Web design analysis: layout extraction, motion detection, quality scoring and semantic search, turning web pages into structured design knowledge.
- [tenatarika/vex](https://github.com/tenatarika/vex) [](https://glama.ai/mcp/servers/tenatarika/vex) 🦀 🏠 🍎 🪟🐧 - Local code search over a tree-sitter index: exact symbol lookup, scope-aware usages, call graph and impact analysis, AST patterns, indexed grep and semantic search across 19 languages.
@@ -1707,6 +1787,7 @@ Tools and integrations that enhance the development workflow and environment man
- [Mibayy/token-savior](https://github.com/Mibayy/token-savior) [](https://glama.ai/mcp/servers/Mibayy/token-savior) 🐍 🏠 🍎 🪟 🐧 - Structural code intelligence: navigate and edit code by symbol, with dependency graphs, call chains, dead code detection and structural diffs.
- [Tokenectomy-Labs/Tokenectomy](https://github.com/Tokenectomy-Labs/Tokenectomy) [](https://glama.ai/mcp/servers/Tokenectomy-Labs/Tokenectomy) 🦀 🏠 🍎 🪟 🐧 - Log noise removal, secret redaction and atomic compiler patch verification with instant rollback for AI debugging sessions.
- [Tommertom/awesome-ionic-mcp](https://github.com/Tommertom/awesome-ionic-mcp) 📇 🏠 - Ionic coding assistant for building mobile apps with React, Angular, Vue or vanilla JS.
+- [toprakahmetaydogmus/TZeroAlgorithm](https://github.com/toprakahmetaydogmus/TZeroAlgorithm) [](https://glama.ai/mcp/servers/toprakahmetaydogmus/TZeroAlgorithm) 🐍 🏠 🍎 🪟 🐧 - Hierarchical context tree and 13-tool MCP server for AI code context management.
- [tosin2013/mcp-adr-analysis-server](https://github.com/tosin2013/mcp-adr-analysis-server) 📇 ☁️ 🏠 - Architectural analysis for software projects: technology stack detection, ADR management, security checks, TDD workflow and deployment readiness validation.
- [TranQui004/signalint](https://github.com/TranQui004/signalint) [](https://glama.ai/mcp/servers/TranQui004/signalint) 📇 🏠 🍎 🪟 🐧 - Compact JavaScript/TypeScript diagnostics: clusters and prioritizes Oxlint, tsc and Biome issues, caches results and detects recurring diagnostic loops.
- [tumf/mcp-text-editor](https://github.com/tumf/mcp-text-editor) 🐍 🏠 - Line-oriented text file editor with partial file access to minimize token usage.
@@ -1727,6 +1808,7 @@ Tools and integrations that enhance the development workflow and environment man
- [VSCode Devtools](https://github.com/biegehydra/BifrostMCP) 📇 - Connect to the VS Code IDE and use semantic tools like find usages.
- [VrtxOmega/Ollama-Omega](https://github.com/VrtxOmega/Ollama-Omega) [](https://glama.ai/mcp/servers/VrtxOmega/Ollama-Omega) 🐍 🏠 🍎 🪟 🐧 - Chat, generate, pull, list and inspect models with Ollama.
- [VrtxOmega/omega-brain-mcp](https://github.com/VrtxOmega/omega-brain-mcp) [](https://glama.ai/mcp/servers/VrtxOmega/omega-brain-mcp) 🐍 🏠 🍎 🪟 🐧 - AI execution pipeline with NAEF logic constraints, VERITAS build gates, semantic vault integration and Tri-Node Cortex validations to curb hallucination.
+- [wayknow/clearjson](https://github.com/wayknow/clearjson) [](https://glama.ai/mcp/servers/wayknow/clearjson) 📇 🏠 - Large-file-safe JSON MCP server. Format, validate, search, JSONPath query, deep diff, and format conversion (CSV/TSV/YAML/TypeScript). 10 tools, zero dependencies.
- [Webvizio/mcp](https://github.com/Webvizio/mcp) 🎖️ 📇 - Converts website and web app feedback and bug reports into context-enriched developer tasks for coding agents via Webvizio.
- [whyy9527/ariadne](https://github.com/whyy9527/ariadne) [](https://glama.ai/mcp/servers/whyy9527/ariadne) 🐍 🏠 - Offline cross-service API dependency graph: find GraphQL operations, REST endpoints, Kafka topics and frontend queries related to a business term or endpoint.
- [willianpinho/mcp-gateway-scan](https://github.com/willianpinho/mcp-gateway-scan) [](https://glama.ai/mcp/servers/willianpinho/mcp-gateway-scan) 📇 🏠 - Read-only static scanner that scores MCP and agent-gateway repos on RBAC, fail-closed behavior, supply chain, observability, cost and secrets handling.
@@ -1740,6 +1822,7 @@ Tools and integrations that enhance the development workflow and environment man
- [XixianLiang/HarmonyOS-mcp-server](https://github.com/XixianLiang/HarmonyOS-mcp-server) 🐍 🏠 - Device control and UI automation for HarmonyOS Next devices.
- [xzq.xu/jvm-mcp-server](https://github.com/xzq-xu/jvm-mcp-server) 📇 🏠 - JVM-based MCP server implementation.
- [yangkyeongmo@/mcp-server-apache-airflow](https://github.com/yangkyeongmo/mcp-server-apache-airflow) 🐍 🏠 - Connect to Apache Airflow.
+- [yaniswav/TopicForge](https://github.com/yaniswav/TopicForge) [](https://glama.ai/mcp/servers/yaniswav/TopicForge) 🐍 🏠 🍎 🪟 🐧 - Read-only ROS 2 and DDS inspection: topics, message samples, rosbags, QoS mismatches and DDS participants across vendors. No write path: it cannot publish or command a robot.
- [yanmxa/scriptflow-mcp](https://github.com/yanmxa/scriptflow-mcp) 📇 🏠 - Turns repetitive AI interactions into persistent, executable Bash, Python, Node.js or TypeScript scripts.
- [ycs77/apifable](https://github.com/ycs77/apifable) [](https://glama.ai/mcp/servers/ycs77/apifable) 📇 🏠 - Explore OpenAPI specs, search endpoints and generate TypeScript types.
- [yikakia/godoc-mcp-server](https://github.com/yikakia/godoc-mcp-server) 🏎️ ☁️ 🪟 🐧 🍎 - Query Go package information on pkg.go.dev.
@@ -1754,6 +1837,7 @@ Tools and integrations that enhance the development workflow and environment man
- [zaizaizhao/mcp-swagger-server](https://github.com/zaizaizhao/mcp-swagger-server) 📇 ☁️ 🏠 - Converts OpenAPI/Swagger specifications to MCP format so AI assistants can call REST APIs.
- [zcaceres/fetch-mcp](https://github.com/zcaceres/fetch-mcp) 📇 🏠 - Fetch JSON, text and HTML data.
- [zelentsov-dev/asc-mcp](https://github.com/zelentsov-dev/asc-mcp) 🏠 🍎 - Manage App Store Connect apps, builds, TestFlight, subscriptions, reviews and more via its API.
+- [gbatistuta0/appfactory](https://github.com/gbatistuta0/appfactory) [](https://glama.ai/mcp/servers/gbatistuta0/appfactory) 🐍 🏠 🍎 - Lets your coding agent ship a SwiftUI iOS subscription app from idea to TestFlight: niche validation with live App Store data, SwiftUI scaffold, Supabase backend, App Store Connect subscriptions and RevenueCat, localization, ASO, screenshots. Gated stages, human approval for irreversible actions, every service optional.
- [zenml-io/mcp-zenml](https://github.com/zenml-io/mcp-zenml) 🐍 🏠 ☁️ - Connect to ZenML MLOps and LLMOps pipelines.
- [zillow/auto-mobile](https://github.com/zillow/auto-mobile) 📇 🏠 🐧 - Android automation tool suite for developer workflows and testing.
- [ztuskes/garmin-documentation-mcp-server](https://github.com/ztuskes/garmin-documentation-mcp-server) 📇 🏠 - Offline Garmin Connect IQ SDK documentation with search and API examples.
@@ -1833,6 +1917,8 @@ Tools and integrations that enhance the development workflow and environment man
Integrations and tools designed to simplify data exploration, analysis and enhance data science workflows.
+- [dockndevai/mcp-laya](https://github.com/dockndevai/mcp-laya) [](https://glama.ai/mcp/servers/dockndevai/mcp-laya) 🐍 🏠 🍎 🪟 🐧 - Fast, local, non-autoregressive System-1 decision engine as MCP tools — typed decisions (classify / score / yes-no) over text, email, tickets or JSON in 100+ languages, with calibrated confidence and no text generation, so nothing to hallucinate. Offloads routing/triage/gating judgment calls from the main model; runs on-device, offline by default. `pipx install mcp-laya`
+
- [inity13/decisionmatrix-mcp](https://github.com/inity13/decisionmatrix-mcp) [](https://glama.ai/mcp/servers/inity13/decisionmatrix-mcp) 📇 ☁️ - Deterministic multi-criteria decision analysis: rank options on weighted criteria via weighted-sum, weighted-product or TOPSIS, with sensitivity analysis.
- [abhiphile/fermat-mcp](https://github.com/abhiphile/fermat-mcp) 🐍 🏠 🍎 🪟 🐧 - Math engine combining SymPy, NumPy and Matplotlib for symbolic algebra, numerical computing and data visualization.
- [agmonetti/mathmethods-mcp](https://github.com/agmonetti/mathmethods-mcp) [](https://glama.ai/mcp/servers/agmonetti/mathmethods-mcp) 🐍 🏠 🍎 🪟 🐧 - Numerical methods: root finding, numerical integration, differential equations (RK4) and Lagrange interpolation.
@@ -1857,6 +1943,7 @@ Integrations and tools designed to simplify data exploration, analysis and enhan
- [jjsantos01/jupyter-notebook-mcp](https://github.com/jjsantos01/jupyter-notebook-mcp) 🐍 🏠 - Interact with and control Jupyter Notebooks.
- [jonahthan433/cortexcloud-mcp](https://github.com/jonahthan433/cortexcloud-mcp) [](https://glama.ai/mcp/servers/jonahthan433/cortexcloud-mcp) 📇 ☁️ - QUBO/Ising optimization with classical, hybrid and quantum solvers, paid per call via x402 (USDC on Base).
- [kdqed/zaturn](https://github.com/kdqed/zaturn) 🐍 🏠 🪟 🐧 🍎 - Link multiple data sources (SQL, CSV, Parquet and more) and analyze the data for insights and visualizations.
+- [Kungie/gut](https://github.com/Kungie/gut) [](https://glama.ai/mcp/servers/Kungie/gut) 🐍 🏠 ☁️ 🍎 🪟 🐧 - Judgment calls on small, cheap models: yes/no, pick-one and rate questions about any text, answered YES, NO or UNSURE. Runs on TypeSafe's Jev, open models on Ollaya, Ollama or a local NLI model; `each` judges up to 1,000 texts per call.
- [leap-laboratories/discovery-engine](https://github.com/leap-laboratories/discovery-engine) [](https://glama.ai/mcp/servers/leap-laboratories/discovery-engine) 🐍 ☁️ - Exploratory data analysis that finds feature interactions and subgroup effects, with p-values, effect sizes and literature citations.
- [lihtness/gnomon-mcp](https://github.com/lihtness/gnomon-mcp) [](https://glama.ai/mcp/servers/lihtness/gnomon-mcp) 🐍 🏠 🍎 🪟 🐧 - Deterministic date, math and unit tools: time snapshots, calendar math with natural-language parsing, expression evaluation and Pint-based unit conversion.
- [mckinsey/vizro-mcp](https://github.com/mckinsey/vizro/tree/main/vizro-mcp) 🎖️ 🐍 🏠 - Create validated, maintainable data charts and dashboards with Vizro tools and templates.
@@ -1892,6 +1979,8 @@ Interactive charts, dashboards, and visual data tools rendered inside AI convers
- [MS-Teja/Glyphic](https://github.com/MS-Teja/Glyphic) [](https://glama.ai/mcp/servers/MS-Teja/Glyphic) 📇 🏠 - Generate architecture, ERD, sequence, flowchart, Gantt and other diagrams from structured JSON as SVG or PNG, without a headless browser.
+- [nuncaeslupus/drawspec](https://github.com/nuncaeslupus/drawspec) [](https://glama.ai/mcp/servers/nuncaeslupus/drawspec) 🐍 🏠 🍎 🪟 🐧 - Declarative JSON diagram spec rendered to themeable SVG. The format has no coordinates, so an LLM can write a correct diagram; `validate`, `render` and `kinds` tools.
+
- [oscarleoo/chartlink-agents](https://github.com/oscarleoo/chartlink-agents) [](https://glama.ai/mcp/servers/oscarleoo/chartlink-agents) 🎖️ 📇 ☁️ 🍎 🪟 🐧 - Charts, maps and sortable tables with live-updating embed links: draft, preview and publish, then update the data and every embed follows.
- [pushtodisplay/cli](https://github.com/pushtodisplay/cli) [](https://glama.ai/mcp/servers/pushtodisplay/cli) 📇 🏠 🍎 🪟 🐧 - Send structured content to boards in the Push To Display app on iOS and Android, route updates to specific panels and render them in real time.
@@ -1913,6 +2002,7 @@ Provides access to documentation and shortcuts for working on embedded devices.
- [kukapay/modbus-mcp](https://github.com/kukapay/modbus-mcp) 🐍 📟 - Standardize and contextualize industrial Modbus data.
- [kukapay/opcua-mcp](https://github.com/kukapay/opcua-mcp) 🐍 📟 - Connect to OPC UA-enabled industrial systems.
- [lxman/obsbot-mcp](https://github.com/lxman/obsbot-mcp) [](https://glama.ai/mcp/servers/lxman/obsbot-mcp) 📇 📟 🏠 🍎 🪟 🐧 - Control an OBSBOT Tiny 2 webcam over USB: pan, tilt and zoom, subject tracking, presets, focus, exposure and white balance, snapshots and recording.
+- [magnusmalm/smolmux](https://github.com/magnusmalm/smolmux) [](https://glama.ai/mcp/servers/magnusmalm/smolmux) 🌊 📟 🏠 🐧 - Serial and GDB/SWD MCP servers backed by a broker that shares one device link between agents, a human monitor and scripts: console history, send/expect, boot-stage tracking, U-Boot autoboot break-in, flasher handoff, breakpoints, Cortex-M fault decode, and unknown-board probing (chip identify to starter profile).
- [octoco-ltd/sheetsdata-mcp](https://github.com/octoco-ltd/sheetsdata-mcp) [](https://glama.ai/mcp/servers/octoco-ltd/sheetsdata-mcp) 🐍 ☁️ 📟 - Electronic component datasheet data: specs, pinouts, package info and absolute maximum ratings extracted on demand from manufacturer PDFs.
- [powerdragonfire/platformio.mcp](https://github.com/powerdragonfire/platformio.mcp) [](https://glama.ai/mcp/servers/powerdragonfire/platformio.mcp) 🐍 📟 🏠 🍎 🪟 🐧 - Build, flash and debug PlatformIO firmware: parsed compiler errors, serial monitoring, crash backtrace decoding, Unity tests and library management.
- [ProductOfAmerica/mcp-server-kicad](https://github.com/ProductOfAmerica/mcp-server-kicad) [](https://glama.ai/mcp/servers/ProductOfAmerica/mcp-server-kicad) 🐍 📟 🏠 - KiCad EDA automation: schematic capture, PCB layout, ERC, DRC and Gerber, BOM and 3D exports for KiCad 9 and 10.
@@ -1922,6 +2012,7 @@ Provides access to documentation and shortcuts for working on embedded devices.
- [catallo/misterclaw](https://github.com/catallo/misterclaw) [](https://glama.ai/mcp/servers/catallo/misterclaw) 🏎️ 📟 🏠 🐧 🍎 - Remote control for MiSTer-FPGA: launch games, search ROMs, take screenshots, manage systems and set up Tailscale VPN, with automatic core and ROM discovery.
- [zackpeters93/ugs-mcp](https://github.com/zackpeters93/ugs-mcp) [](https://glama.ai/mcp/servers/zackpeters93/ugs-mcp) 🐍 📟 🏠 🍎 - CNC control via Universal G-code Sender (GRBL): jog, home, run G-code files, inspect toolpaths and estimate cycle times, with two-step motion confirmation.
- [codeofaxel/Kiln](https://github.com/codeofaxel/Kiln) [](https://glama.ai/mcp/servers/codeofaxel/Kiln) 🐍 📟 🏠 🍎 🪟 🐧 - Run 3D printers end to end: design, slice, queue, monitor via camera and recover from failures over OctoPrint, Moonraker/Klipper, PrusaLink or USB.
+- [emirmrkaljevic/usb-rea](https://github.com/emirmrkaljevic/usb-rea) [](https://glama.ai/mcp/servers/emirmrkaljevic/usb-rea) 🐍 🏠 🍎 🪟 🐧 📟 - Reverse engineer USB gadgets: capture vendor-app traffic (usbmon/USBPcap), infer the protocol with frame-level evidence and generate a pyusb driver. Replay requires human confirmation.
- [Gearotons/servomotor-mcp](https://github.com/Gearotons/servomotor-mcp) [](https://glama.ai/mcp/servers/Gearotons/servomotor-mcp) 🎖️ 🐍 🏠 📟 🍎 🪟 🐧 - Control the Gearotons M17 open-source closed-loop NEMA-17 servomotor over RS-485: port discovery, motor auto-detection and the full firmware command set.
### 🎓 Education
@@ -1940,6 +2031,7 @@ MCP servers for learning management systems (LMS) and educational tools.
- [anzy-renlab-ai/pronounce](https://github.com/anzy-renlab-ai/pronounce) [](https://glama.ai/mcp/servers/anzy-renlab-ai/pronounce) 🐍 🏠 🍎 🪟 🐧 - Community pronunciation dictionary for developer and product names (kubectl, nginx, GIF) with IPA, respellings, alternate readings and cited sources.
- [sf-shenfeng/learn-shell](https://github.com/sf-shenfeng/learn-shell) [](https://glama.ai/mcp/servers/sf-shenfeng/learn-shell) 📇 🏠 - Self-hosted teaching OS for agents: courses, lessons, FSRS flashcards, graded exercises, real-time teaching sessions and teaching memory.
- [Smartoire/paxaver-mcp](https://github.com/Smartoire/paxaver-mcp) [](https://glama.ai/mcp/servers/Smartoire/paxaver-mcp) [](https://glama.ai/mcp/connectors/com.paxaver.mcp/paxaver) 📇 ☁️ - Paxaver school community platform: student lunch ordering with allergy and dietary checks, wallets, school calendars, volunteering, memberships and payments.
+- [TantiE100/pktctl](https://github.com/TantiE100/pktctl) [](https://glama.ai/mcp/servers/TantiE100/pktctl) 🦀 🏠 🍎 🪟 🐧 - Drive Cisco Packet Tracer for CCNA labs: build and cable topologies, configure IOS, test with ping and simulation mode, and reach its whole IPC API over native PTMP.
- [peopleworks/SignsofAI](https://github.com/peopleworks/SignsofAI/tree/main/src/SignsOfAI.Mcp) [](https://glama.ai/mcp/servers/peopleworks/SignsofAI) #️⃣ 🏠 🍎 🪟 🐧 - Explainable AI-writing detection and originality checking in English and Spanish, plus citation checks and hidden-character detection.
@@ -1949,6 +2041,7 @@ MCP servers for e-commerce platforms and online store management.
- [HasData/walmart-mcp](https://github.com/HasData/walmart-mcp) [](https://glama.ai/mcp/servers/HasData/walmart-mcp) 📇 ☁️ - Walmart data as JSON: search results, product pages with the buy-box seller and customer reviews from Walmart US and Canada.
- [HasData/amazon-mcp](https://github.com/HasData/amazon-mcp) [](https://glama.ai/mcp/servers/HasData/amazon-mcp) 📇 ☁️ - Amazon data as JSON: keyword search, product details by ASIN, reviews, seller profiles and seller catalogs across marketplaces.
+- [A1-x-Tech/mcp-google-merchants](https://github.com/A1-x-Tech/mcp-google-merchants) [](https://glama.ai/mcp/servers/A1-x-Tech/mcp-google-merchants) 📇 ☁️ - Google Merchant Center: diagnose disapproved products and manage product data, promotions and reports.
- [A1-x-Tech/mcp-yandex-merchants](https://github.com/A1-x-Tech/mcp-yandex-merchants) [](https://glama.ai/mcp/servers/A1-x-Tech/mcp-yandex-merchants) 📇 ☁️ - Yandex Merchants API: product feeds, offer prices, discounts and hiding or unhiding offers in Yandex Search.
- [A1-x-Tech/mcp-yango-retail](https://github.com/A1-x-Tech/mcp-yango-retail) [](https://glama.ai/mcp/servers/A1-x-Tech/mcp-yango-retail) 📇 ☁️ - Yango Tech Retail grocery platform B2B API: orders, receipts, products, prices, discounts, stock and stores.
- [agentcentral-to/agent-central-mcp](https://github.com/agentcentral-to/agent-central-mcp) [](https://glama.ai/mcp/servers/agentcentral-to/agent-central-mcp) 📇 ☁️ - Amazon Seller Central and Amazon Ads data: inventory, orders, catalog, finance, fulfillment and advertising.
@@ -1968,9 +2061,11 @@ MCP servers for e-commerce platforms and online store management.
- [mrslbt/rakuten-mcp](https://github.com/mrslbt/rakuten-mcp) [](https://glama.ai/mcp/servers/mrslbt/rakuten-mcp) 📇 ☁️ - Rakuten API integration for Japan: product search, hotel and travel booking, and recipe lookup.
- [malinoto/tracepass-mcp-server](https://github.com/malinoto/tracepass-mcp-server) [](https://glama.ai/mcp/servers/malinoto/tracepass-mcp-server) 📇 ☁️ - EU Digital Product Passport automation via TracePass: create products, build and audit DPPs, set economic operators and read or capture GS1 EPCIS 2.0 events.
- [melbis/melbis-shop](https://github.com/melbis/melbis-shop) [](https://glama.ai/mcp/servers/melbis/melbis-shop) 🎖️ 🏠 🪟 - Work in a self-hosted Melbis Shop store as a staff user: project files with version history, database, catalog trees, product files and storefront pages.
+- [MoonEyes/google-ecommerce-mcp](https://github.com/MoonEyes/google-ecommerce-mcp) [](https://glama.ai/mcp/servers/MoonEyes/google-ecommerce-mcp) 🐍 ☁️ 🍎 🪟 🐧 - Read-only GA4, Search Console, Merchant Center, Tag Manager, Indexing API and PageSpeed in one server for online shops. OAuth token in the OS keyring, one-line installer.
- [ncosic/logimu-shopping-mcp](https://github.com/ncosic/logimu-shopping-mcp) [](https://glama.ai/mcp/servers/ncosic/logimu-shopping-mcp) 🐍 ☁️ - Amazon (US, UK, DE, CA, AU) and Walmart shopping data: ranked product shortlists, current prices, stock, ratings and 30-day price and BSR history.
- [OFODevelopment/cerebrochain-mcp-server](https://github.com/OFODevelopment/cerebrochain-mcp-server) [](https://glama.ai/mcp/servers/OFODevelopment/cerebrochain-mcp-server) 📇 ☁️ - Supply chain and logistics tools: carrier rate shopping, inventory management, order tracking, fleet logistics and demand forecasting.
- [ONE8943/ai-furniture-hub](https://github.com/ONE8943/ai-furniture-hub) [](https://glama.ai/mcp/servers/ONE8943/ai-furniture-hub) 📇 ☁️ 🏠 🍎 🪟 🐧 - Japan-focused furniture and home products: millimeter-precise search, curated sets, dimension-compatible replacement finder and live Rakuten data.
+- [pad01g/proxy-shopping-web](https://github.com/pad01g/proxy-shopping-web/tree/main/packages/mcp) [](https://glama.ai/mcp/servers/pad01g/proxy-shopping-web) 📇 ☁️ 🍎 🪟 🐧 - Buy from cash-only or unsupported shops with crypto through a proxy shopper and a 2-of-3 escrow with timelocks (BTC signet, USDC) on a Nostr + libp2p network; or earn as a proxy shopper. Quotes with rate checks, funding, delivery confirmation, disputes and refunds; money moves only with `confirm: true`.
- [patchistry/patchistry-mcp-server](https://github.com/patchistry/patchistry-mcp-server) [](https://glama.ai/mcp/servers/patchistry/patchistry-mcp-server) 📇 ☁️ 🍎 🪟 🐧 - Patchistry velcro-patch hat shop: browse hats and patches, get complete build recommendations and shipping info, and contact the brand.
- [Pangolin-spg/amazon-data-mcp](https://github.com/Pangolin-spg/amazon-data-mcp) [](https://glama.ai/mcp/servers/Pangolin-spg/amazon-data-mcp) 📇 ☁️ - Read-only Amazon research via Pangolinfo: product details, keyword results, reviews, niche signals, Alexa shopping recommendations and AI-search data.
@@ -1998,6 +2093,7 @@ Provides access to environmental data and nature-related tools, services and inf
- [ambeelabs/ambee-mcp](https://github.com/ambeelabs/ambee-mcp) [](https://glama.ai/mcp/servers/ambeelabs/ambee-mcp) 🎖️ 📇 ☁️ 🍎 🪟 🐧 - Live air quality, pollen and weather data from Ambee.
- [aliafsahnoudeh/wildfire-mcp-server](https://github.com/aliafsahnoudeh/wildfire-mcp-server) 🐍 ☁️ 🍎 🪟 🐧 - Detect, monitor and analyze potential wildfires globally using NASA FIRMS, OpenWeatherMap and Google Earth Engine data.
- [atmospore/atmospore-mcp](https://github.com/atmospore/atmospore-mcp) [](https://glama.ai/mcp/servers/atmospore/atmospore-mcp) 🐍 ☁️ 🍎 🪟 🐧 - Seven-day, per-species pollen forecasts for any location via the Atmospore API.
+- [bartosz-kuc/honest-gios-air-mcp](https://github.com/bartosz-kuc/honest-gios-air-mcp) [](https://glama.ai/mcp/servers/bartosz-kuc/honest-gios-air-mcp) 🐍 ☁️ 🍎 🪟 🐧 - Air-quality data from Poland's GIOŚ monitoring network via its keyless public API. Tools: `list_stations` (by city or voivodeship), `get_station_sensors`, `get_sensor_readings` (recent hourly values), `get_air_index` (index category, critical pollutant). Runs locally, no third-party middleman.
- [malonestar/gov-data-mcp](https://github.com/malonestar/gov-data-mcp) [](https://glama.ai/mcp/servers/malonestar/gov-data-mcp) 📇 ☁️ 🍎 🪟 🐧 - US government open data from EPA, FEMA, USGS, NOAA, FAA, USACE, FDIC, HUD, NRCS, county assessor rolls and state licensing boards.
- [nalediym/touch-grass](https://github.com/nalediym/touch-grass) [](https://glama.ai/mcp/servers/nalediym/touch-grass) 📇 🏠 🍎 🪟 🐧 - Nudges you to take outdoor breaks based on local weather, sunset timing and session streaks, with activity suggestions and stats.
- [zax0rz/birdnet-go-mcp](https://github.com/zax0rz/birdnet-go-mcp) [](https://glama.ai/mcp/servers/zax0rz/birdnet-go-mcp) 🏎️ 🏠 🍎 🪟 🐧 - Read-only access to BirdNET-Go bioacoustic observatories: query recent detections, stream mic telemetry, resolve LAN audio recordings and inspect sightings.
@@ -2012,6 +2108,7 @@ Provides direct access to local file systems with configurable permissions. Enab
- [A1-x-Tech/mcp-google-drive](https://github.com/A1-x-Tech/mcp-google-drive) [](https://glama.ai/mcp/servers/A1-x-Tech/mcp-google-drive) 📇 ☁️ - Google Drive API: search, organize, upload, download, export, share and comment on Drive files.
- [aadilr/changethisfile-mcp](https://github.com/aadilr/changethisfile-mcp) [](https://glama.ai/mcp/servers/aadilr/changethisfile-mcp) 📇 ☁️ - File conversion across image, video, audio, document, data, font, ebook and archive formats, returning a signed download URL.
- [Agaveis/hiberden-mcp](https://github.com/Agaveis/hiberden-mcp) [](https://glama.ai/mcp/servers/Agaveis/hiberden-mcp) 🦀 🏠 🍎 🪟 🐧 - Read and verify a local media-archive catalog: 3-2-1 backup coverage across disk, NAS, S3-compatible cloud and LTO tape, with read-back hash verification.
+- [arjunprabhulal/superpdf](https://github.com/arjunprabhulal/superpdf) [](https://glama.ai/mcp/servers/arjunprabhulal/superpdf) 📇 🏠 🍎 🪟 🐧 - Read, convert, edit and compare PDFs on your computer: Markdown with tables, charts and OCR, export to Word, PowerPoint and EPUB, tables to CSV or Excel, merge, split, fill forms and remove metadata. Nothing is uploaded.
- [box/mcp-server-box-remote](https://github.com/box/mcp-server-box-remote/) 🎖️ ☁️ - Access Box content: search, ask questions about files and folders, and extract data.
- [bzsanti/oxidize-python](https://github.com/bzsanti/oxidize-python) [](https://glama.ai/mcp/servers/bzsanti/oxidize-python) 🐍 🏠 🍎 🪟 🐧 - PDF toolkit: create and analyze PDFs, extract text for RAG, convert to Markdown, split and merge pages, add annotations and form fields, and encrypt files.
- [ezpzfile/ezpzfile-mcp](https://github.com/ezpzfile/ezpzfile-mcp) [](https://glama.ai/mcp/servers/ezpzfile/ezpzfile-mcp) 📇 🏠 🍎 🪟 🐧 - Local document and image tools: read and convert PDF, DOCX, HWP and EML, edit PDFs, resize images, strip EXIF, remove backgrounds and make QR codes.
@@ -2034,6 +2131,7 @@ Provides direct access to local file systems with configurable permissions. Enab
- [hmk/box-mcp-server](https://github.com/hmk/box-mcp-server) 📇 ☁️ - Box integration for listing, reading and searching files.
- [isaacphi/mcp-gdrive](https://github.com/isaacphi/mcp-gdrive) 📇 ☁️ - Read from Google Drive and edit Google Sheets.
- [j0hanz/filesystem-context-mcp-server](https://github.com/j0hanz/filesystem-context-mcp-server) 📇 🏠 - Read-only filesystem exploration, search and analysis with symlink protection.
+- [jamalofski/conv2pdf-mcp](https://github.com/jamalofski/conv2pdf-mcp) [](https://glama.ai/mcp/servers/jamalofski/conv2pdf-mcp) 🎖️ 📇 ☁️ - Convert Office documents, images and e-books on your computer to PDF, convert PDFs to Word or images, and merge, split, compress, protect or number PDFs via the conv2pdf API, hosted in France.
- [jeannier/homebrew-mcp](https://github.com/jeannier/homebrew-mcp) 🐍 🏠 🍎 - Manage macOS Homebrew packages with natural language, get suggestions and troubleshoot brew issues.
- [Kookerella-Ltd/Kookerella.FsOpenXmlDsl](https://github.com/Kookerella-Ltd/Kookerella.FsOpenXmlDsl/tree/master/src/Kookerella.FsOpenXmlDsl.Mcp) [](https://glama.ai/mcp/servers/Kookerella-Ltd/Kookerella.FsOpenXmlDsl) 🏠 🍎 🪟 🐧 - Create, read and round-trip Excel workbooks (.xlsx/.xlsm) via a type-safe F# DSL, including regenerating the F# source that reproduces a file.
- [L-Jovi/keyhole](https://github.com/L-Jovi/keyhole) [](https://glama.ai/mcp/servers/L-Jovi/keyhole) 🐍 🏠 🍎 🐧 - Give a private ChatGPT app access to selected local folders through OpenAI Secure MCP Tunnel, with per-folder permissions, hash-checked edits and recovery. No shell or public port.
@@ -2048,7 +2146,8 @@ Provides direct access to local file systems with configurable permissions. Enab
- [Regan-Milne/obsideo-mcp](https://github.com/Regan-Milne/obsideo-mcp) [](https://glama.ai/mcp/servers/Regan-Milne/obsideo-mcp) 🎖️ 📇 ☁️ - Encrypted S3-compatible object storage with cryptographic possession proofs: put, get, list and delete objects, with optional client-side encryption.
- [FacundoLucci/plsreadme](https://github.com/FacundoLucci/plsreadme) [](https://glama.ai/mcp/servers/@FacundoLucci/plsreadme) 📇 ☁️ 🏠 - Share Markdown files and text as readable web links.
- [colapsis/transfa](https://github.com/colapsis/transfa) [](https://glama.ai/mcp/servers/colapsis/transfa) 📇 ☁️ - Ephemeral file transfer for agents and CI/CD pipelines: upload a file and get a SHA-256-verified, expiring link, then list or delete uploads.
-- [tobee89/mcp-paperless-ngx](https://github.com/tobee89/mcp-paperless-ngx) [](https://glama.ai/mcp/servers/tobee89/mcp-paperless-ngx)📇 🏠 🍎 🪟 🐧 - Paperless-ngx 3.x document archive: search and read documents, file them, bulk-edit, manage tags, correspondents, custom fields, workflows and share links. All 92 documented REST endpoints are either exposed or explicitly excluded with a reason, enforced by a test. OCR text sits behind its own paginated tool so a search cannot flood the context; toolsets and `--read-only` limit the exposed surface.
+- [tobee89/mcp-paperless-ngx](https://github.com/tobee89/mcp-paperless-ngx) [](https://glama.ai/mcp/servers/tobee89/mcp-paperless-ngx) 📇 🏠 🍎 🪟 🐧 - Paperless-ngx 3.x document archive: search and read documents, file them, bulk-edit, manage tags, correspondents, custom fields, workflows and share links. All 92 documented REST endpoints are either exposed or explicitly excluded with a reason, enforced by a test. OCR text sits behind its own paginated tool so a search cannot flood the context; toolsets and `--read-only` limit the exposed surface.
+- [Synexiom-Labs/nodiom-mcp](https://github.com/Synexiom-Labs/nodiom-mcp) [](https://glama.ai/mcp/servers/Synexiom-Labs/nodiom-mcp) 📇 🏠 🍎 🪟 🐧 - Read and edit Markdown files by structure (headings, lists, sections) instead of regex or line numbers: read a section, write one list item, append under a heading.
- [TrendTweekers/mintpdf](https://github.com/TrendTweekers/mintpdf) [](https://glama.ai/mcp/servers/TrendTweekers/mintpdf) 📇 ☁️ 🏠 🍎 🪟 🐧 - Convert HTML or Markdown to styled PDFs, or render a public URL to PDF, and get a download link.
- [UseJunior/safe-docx](https://github.com/UseJunior/safe-docx) [](https://glama.ai/mcp/servers/UseJunior/safe-docx) 📇 🏠 🍎 🐧 🪟 - Edit existing Word .docx files with formatting preservation, tracked changes, comments, footnotes and document comparison.
- [velyan/pdf-card-mcp](https://github.com/velyan/pdf-card-mcp) [](https://glama.ai/mcp/servers/velyan/pdf-card-mcp) 🐍 🏠 🍎 🪟 🐧 - Convert local PDFs into source-linked, card-based standalone HTML readers with notes, highlights and static publishing.
@@ -2058,21 +2157,28 @@ Provides direct access to local file systems with configurable permissions. Enab
- [alebgl77/ftp-deploy-mcp](https://github.com/alebgl77/ftp-deploy-mcp) [](https://glama.ai/mcp/servers/alebgl77/ftp-deploy-mcp) 📇 🏠 🍎 🪟 🐧 - Deploy files to FTP, FTPS or SFTP servers: multi-server config, recursive deploys with dry-run and excludes, path jails, read-only mode and FileZilla import.
### 💰 Finance & Fintech
+- [LakeSky/agentsapi-sec-filings](https://github.com/LakeSky/agentsapi-sec-filings) [](https://glama.ai/mcp/servers/LakeSky/agentsapi-sec-filings) 📇 ☁️ - SEC EDGAR filings (10-K/10-Q/8-K) for AI agents. Pay-per-call in USDC on Base via x402 — no API key, no signup.
+- [apipriceindex/mcp](https://github.com/apipriceindex/mcp) [](https://glama.ai/mcp/servers/apipriceindex/mcp) 🐍 🏠 - Live, verified LLM API prices: search models, get sourced prices, estimate monthly workload costs.
+- [BlueWaterCorp/RiskModels_API](https://github.com/BlueWaterCorp/RiskModels_API) [](https://glama.ai/mcp/servers/BlueWaterCorp/RiskModels_API) 🎖️ 📇 ☁️ - US equity and portfolio risk decomposition (market, sector, subsector and stock-specific), ETF hedge ratios and point-in-time fundamentals from the RiskModels factor model. Hosted MCP with OAuth, or the npm stdio package @riskmodels/mcp.
- [ComplyEaze/bridge](https://github.com/ComplyEaze/bridge) [](https://glama.ai/mcp/servers/ComplyEaze/bridge) 🦀 🏠 🍎 🪟 - Reads TallyPrime for your AI assistant; posts only vouchers you approve. Windows, Apple Silicon Mac.
- [gveshk/atlasyield-mcp](https://github.com/gveshk/atlasyield-mcp) [](https://glama.ai/mcp/servers/gveshk/atlasyield-mcp) 📇 ☁️ 🍎 🪟 🐧 - Read-only DeFi vault assessment (Morpho, Aave, Pendle, Yearn and more): Atlas Scores with factor breakdowns, blowup alerts and exit-route checks.
- [Avierovich/openpitch](https://github.com/Avierovich/openpitch) [](https://glama.ai/mcp/servers/Avierovich/openpitch) 🐍 🏠 🍎 🪟 🐧 - Open data on AI startups: valuations, ARR and funding, with every figure sourced, dated and confidence-scored, plus flags for contradicting public sources.
+- [blazephoenixxyz-crypto/blazephoenix-mcp](https://github.com/blazephoenixxyz-crypto/blazephoenix-mcp) [](https://glama.ai/mcp/servers/blazephoenixxyz-crypto/blazephoenix-mcp) 📇 ☁️ 🍎 🪟 🐧 - On-chain DEX aggregator for Base, Ethereum, Optimism, Arbitrum and Robinhood Chain: swap quotes computed by the on-chain Quoter on your own RPC, verified unsigned swap calldata, swap simulation and staking solvency checks. No API key.
- [investorphem/AbaPay](https://github.com/investorphem/AbaPay) [](https://glama.ai/mcp/servers/investorphem/AbaPay) 🎖️ 📇 ☁️ - Non-custodial stablecoin bill payments on Celo (airtime, data, electricity, cable, education) via x402 or a linked wallet's revocable on-chain allowance.
- [axionquant/mcp-server](https://github.com/axionquant/mcp-server) [](https://glama.ai/mcp/servers/axionquant/mcp-server) 📇 ☁️ - Unified financial data API: market prices, fundamentals, disclosures, macroeconomic and alternative data.
- [cyberwareX/cyberwarex-mcp](https://github.com/cyberwareX/cyberwarex-mcp) [](https://glama.ai/mcp/servers/cyberwareX/cyberwarex-mcp) 🐍 ☁️ - Pay-per-call x402 APIs: token safety and honeypot checks, EVM chain data, web page to Markdown, screenshot and PDF conversion, and speech-to-text.
+- [swarm-agent-operator/swarm-x402-mcp](https://github.com/swarm-agent-operator/swarm-x402-mcp) [](https://glama.ai/mcp/servers/swarm-agent-operator/swarm-x402-mcp) 📇 ☁️ 🍎 🪟 🐧 - Pay-per-call tools over x402: GitHub repo health scans, live web research briefs and reports, utilities. USDC on Base, per-call spend cap, no API key.
- [xsf0221/pattern-vista-cli](https://github.com/xsf0221/pattern-vista-cli) [](https://glama.ai/mcp/servers/xsf0221/pattern-vista-cli) 🎖️ 🐍 🏠 ☁️ 🍎 🪟 🐧 - End-of-day S&P 500 and Nasdaq 100 technicals: distance from the 200-day average, breadth above it, and nightly chart patterns with historical win rates.
- [411sst/gst-einvoice-mcp](https://github.com/411sst/gst-einvoice-mcp) [](https://glama.ai/mcp/servers/411sst/gst-einvoice-mcp) 🐍 🏠 🍎 🪟 🐧 - Convert Indian GST invoices (PDF or scanned) into INV-01 e-invoice JSON, with every value checked against the document plus GSTIN and arithmetic validation.
- [bankstatemently/plugins](https://github.com/bankstatemently/plugins) [](https://glama.ai/mcp/servers/bankstatemently/plugins) 🎖️ 📇 ☁️ - Parse and query bank statements with Bankstatemently: turn PDF statements into structured transactions, accounts and balances, with reconciliation checks.
- [Calera-Labs/finsec-mcp](https://github.com/Calera-Labs/finsec-mcp) [](https://glama.ai/mcp/servers/Calera-Labs/finsec-mcp) ☁️ 📇 - SEC EDGAR fact retrieval with cryptographic filing provenance, valuation packs and deterministic CAGR calculation.
- [Val7h/dados-b3-mcp](https://github.com/Val7h/dados-b3-mcp) [](https://glama.ai/mcp/servers/Val7h/dados-b3-mcp) 🐍 ☁️ - Auditable fundamentals for Brazilian B3 stocks (ROE, P/E, dividends, Piotroski, Graham, restatements) and real-estate funds (FIIs), traceable to CVM sources.
- [celineycn/quantdata-plugin](https://github.com/celineycn/quantdata-plugin) [](https://glama.ai/mcp/servers/celineycn/quantdata-plugin) 🎖️ 🐍 ☁️ - Market statistics for US stocks and ETFs, futures, HK and A-shares: day-type probabilities, Weis volume waves, options max pain and dealer gamma (GEX).
+- [bartosz-kuc/honest-vies-mcp](https://github.com/bartosz-kuc/honest-vies-mcp) [](https://glama.ai/mcp/servers/bartosz-kuc/honest-vies-mcp) 🐍 ☁️ 🍎 🪟 🐧 - Validates EU VAT numbers against the European Commission's VIES API, locally with no API key or third-party middleman. `check_vat` returns validity, name and address where available, and a consultation number as audit proof when you pass your own VAT; `list_supported_countries` lists the 27 EU states plus XI (Northern Ireland).
- [CHANGCHINFU/mcp-gauge](https://github.com/CHANGCHINFU/mcp-gauge) [](https://glama.ai/mcp/servers/CHANGCHINFU/mcp-gauge) 📇 ☁️ 🏠 - Data signals with hash provenance from USGS, NOAA, ERA5, FRED and SEC EDGAR: floods, air quality, drought, crops, power grid, shipping and SEC filings.
- [donnywin85/dex-data-mcp](https://github.com/donnywin85/dex-data-mcp) [](https://glama.ai/mcp/servers/donnywin85/dex-data-mcp) 📇 🏠 🍎 🪟 🐧 - Live DEX data on BNB Chain, Polygon, Arbitrum, Base and Avalanche: token prices, liquidity depth, pool reserves, optimal venue and pre-trade price impact.
- [traql/mcp-server](https://github.com/traql/mcp-server) [](https://glama.ai/mcp/servers/traql/mcp-server) 📇 ☁️ - AML and sanctions screening for crypto addresses and transactions on Ethereum, BNB Chain, TRON, TON and Bitcoin, with itemized 0-100 risk scores.
+- [zapxlabs/veyra-mcp](https://github.com/zapxlabs/veyra-mcp) [](https://glama.ai/mcp/servers/zapxlabs/veyra-mcp) 📇 ☁️ - Give AI agents a wallet with a spending limit. Non-custodial USDC payments on Base with per-payment caps, daily caps, human approval bands and a recipient allowlist, all enforced server-side rather than by the model. Simulated rail for development. Remote: `https://veyra.money/api/mcp` (bearer token), or `npx -y veyra-mcp` as a stdio bridge.
- [Zenidp/solinkify-mcp](https://github.com/Zenidp/solinkify-mcp) [](https://glama.ai/mcp/servers/Zenidp/solinkify-mcp) 📇 🏠 - Agentic payments on Solana: discover x402-priced endpoints, pay HTTP 402 paywalls in USDC, manage balances and subscriptions, with spending caps and escrow.
- [pich/ai-economics-mcp](https://github.com/pich/ai-economics-mcp) [](https://glama.ai/mcp/servers/pich/ai-economics-mcp) 📇 ☁️ - AI economics calculators: token cost across vendors, context-window sizing, agent-hour cost, LLM energy and CO2, and verification metrics, with formulas.
- [atomno-mcp/mcp-fns-calc](https://github.com/atomno-mcp/mcp-fns-calc) [](https://glama.ai/mcp/servers/atomno-mcp/mcp-fns-calc) 🐍 ☁️ - Russian FNS tax and accounting calculators plus public fiscal status checks: self-employed, sole proprietor/OKVED, disqualification and blocked accounts.
@@ -2131,6 +2237,7 @@ Provides direct access to local file systems with configurable permissions. Enab
- [atomno-mcp/mcp-cbr-rates](https://github.com/atomno-mcp/mcp-cbr-rates) [](https://glama.ai/mcp/servers/atomno-mcp/mcp-cbr-rates) 🐍 ☁️ - Central Bank of Russia data: daily and historical exchange rates, key interest rate, inflation and aggregated macro statistics.
- [atomno-mcp/mcp-egrul](https://github.com/atomno-mcp/mcp-egrul) [](https://glama.ai/mcp/servers/atomno-mcp/mcp-egrul) 🐍 🏠 - Russian state registries EGRUL (legal entities) and EGRIP (individual entrepreneurs) from Federal Tax Service open data, self-hosted on local SQLite.
- [atomno-mcp/mcp-fns-check](https://github.com/atomno-mcp/mcp-fns-check) [](https://glama.ai/mcp/servers/atomno-mcp/mcp-fns-check) 🐍 ☁️ - Russian counterparty due diligence: INN/OGRN lookup across EGRUL/EGRIP, bankruptcy, tax debt, enforcement and arbitration records, with a risk verdict.
+- [penmadebykisss/ru-business-mcp](https://github.com/penmadebykisss/ru-business-mcp) [](https://glama.ai/mcp/servers/penmadebykisss/ru-business-mcp) 📇 ☁️ 🍎 🪟 🐧 - Russian business data with no API key: company check by INN/OGRN in FNS EGRUL/EGRIP, Bank of Russia exchange rates and key rate, late-payment interest (Civil Code art. 395), production calendar with business-day math, and bank details by BIK.
- [jackrain19743/hou-tea-mcp-server](https://github.com/jackrain19743/hou-tea-mcp-server) [](https://glama.ai/mcp/servers/jackrain19743/hou-tea-mcp-server) 📇 ☁️ - Browse, get recommendations for and buy Chinese tea from the Hou Tea shop with USDC via x402, delegating payment to wallet MCP servers.
- [autonsol/sol-mcp](https://github.com/autonsol/sol-mcp) [](https://glama.ai/mcp/servers/autonsol/sol-mcp) 📇 ☁️ - Solana token risk scoring by mint address, pump.fun graduation momentum signals and trust attestation queries.
- [vatnode/vatnode-mcp](https://github.com/vatnode/vatnode-mcp) [](https://glama.ai/mcp/servers/vatnode/vatnode-mcp) 📇 ☁️ - EU VAT number validation via the European Commission's VIES service, plus offline VAT rates and format checks for European countries.
@@ -2142,9 +2249,11 @@ Provides direct access to local file systems with configurable permissions. Enab
- [cuthongthai-vn/vimo-mcp-server](https://github.com/cuthongthai-vn/vimo-mcp-server) [](https://glama.ai/mcp/servers/cuthongthai-vn/vimo-mcp-server) 📇 ☁️ - Vietnam stock market data: real-time SSI quotes, technical analysis, financial statements, stock screener, AI picks, foreign flows and macro indicators.
- [bankless/onchain-mcp](https://github.com/Bankless/onchain-mcp/) 📇 ☁️ - Interact with smart contracts and query transaction and token information via the Bankless Onchain API.
- [barkermoney/barker-mcp](https://github.com/barkermoney/barker-mcp) [](https://glama.ai/mcp/servers/barkermoney/barker-mcp) 🎖️ 📇 ☁️ - Barker's real-time stablecoin yield index across DeFi and CEX earn, with a yield advisor, risk signals and deposit/redeem quotes. Remote MCP, x402 pay-per-call.
+- [beepboop2025/financial-evidence-skills](https://github.com/beepboop2025/financial-evidence-skills) [](https://glama.ai/mcp/servers/beepboop2025/financial-evidence-skills) 🐍 🏠 ☁️ 🍎 🪟 🐧 - Three read-only tools route and retrieve public funding, bank and market-liquidity evidence from Seiche, LiquiLens, Undertow and Palimpsest. Source dates, unavailable data and rights restrictions remain separate. No account or API key; installable Python/OCI server plus a hosted Streamable HTTP endpoint.
- [belegante-byte/aetherx-mcp](https://github.com/belegante-byte/aetherx-mcp) [](https://glama.ai/mcp/servers/belegante-byte/aetherx-mcp) 🐍 ☁️ - Predictive congestion signals for global ports: congestion score, ETA delay, waiting vessels and a freight volatility index.
- [bguillow-rgb/itin-finance-mcp](https://github.com/bguillow-rgb/itin-finance-mcp) [](https://glama.ai/mcp/servers/bguillow-rgb/itin-finance-mcp) 📇 ☁️ - Read-only directory of US lenders and card issuers accepting ITIN (no-SSN) applicants, plus English/Spanish guides and FAQs on credit without an SSN.
- [bolivian-peru/baozi-mcp](https://github.com/bolivian-peru/baozi-mcp) 📇 ☁️ - Solana prediction markets on Baozi.bet: browse markets, place bets, claim winnings and create markets.
+- [BSVKey/inference-mcp](https://github.com/BSVKey/inference-mcp) [](https://glama.ai/mcp/servers/BSVKey/inference-mcp) 📇 🏠 - Pay-per-token Claude & Grok inference settled in BSV micropayments (HTTP 402 / x402). Prepay a channel once, then meter every token; OpenAI-compatible, optional web search, no account. On the official registry as `io.github.BSVKey/inference-mcp`.
- [cloudQuant/backtrader-mcp](https://github.com/cloudQuant/backtrader-mcp) [](https://glama.ai/mcp/servers/cloudQuant/backtrader-mcp) 🐍 🏠 🍎 🪟 🐧 - Build and run reproducible Backtrader backtests from local CSV data, with human-gated runs, logs and JSON/Markdown reports. Offline and backtest-only.
- [clicks-protocol/mcp-server](https://github.com/clicks-protocol/clicks-protocol/tree/main/mcp-server) [](https://glama.ai/mcp/servers/clicks-protocol/clicks-protocol) 📇 ☁️ - Non-custodial USDC yield for AI agents on Base: split payments between liquid and yield balances, withdraw anytime, simulate splits and check APY.
- [up2itnow0822/clawpay-mcp](https://github.com/up2itnow0822/clawpay-mcp) [](https://glama.ai/mcp/servers/@up2itnow0822/clawpay-mcp) 📇 ☁️ - Non-custodial x402 payments for AI agents on Base: agents sign transactions from their own wallet with on-chain spend limits.
@@ -2157,6 +2266,7 @@ Provides direct access to local file systems with configurable permissions. Enab
- [Bortlesboat/bitcoin-mcp](https://github.com/Bortlesboat/bitcoin-mcp) [](https://glama.ai/mcp/servers/@Bortlesboat/bitcoin-mcp) 🐍 🏠 🍎 🪟 🐧 - Self-hosted Bitcoin Core tools: fee estimates, mempool analysis, mining pool rankings, market sentiment, block and transaction inspection and BTC price.
- [botwallet-co/mcp](https://github.com/botwallet-co/mcp) [](https://glama.ai/mcp/servers/botwallet-co/mcp) 📇 ☁️ 🏠 🍎 🪟 🐧 - Wallet for AI agents: earn via invoices, pay other agents and APIs, and manage USDC on Solana with human-set spending limits and FROST 2-of-2 signing.
- [bubilife1202/crossfin](https://github.com/bubilife1202/crossfin) 📇 ☁️ - Korean and global crypto exchange routing and arbitrage signals, with x402 USDC micropayments.
+- [bugiiiii11/rein](https://github.com/bugiiiii11/rein) [](https://glama.ai/mcp/servers/bugiiiii11/rein) 📇 ☁️ 🍎 🪟 🐧 - Spend limits for AI agents that pay with x402: every paywall is policy-checked (per-call caps, budgets, human approval, kill switch) before a cent moves, with signed receipts.
- [ferinator/bullrun-mcp](https://github.com/ferinator/bullrun-mcp) [](https://glama.ai/mcp/servers/ferinator/bullrun-mcp) 📇 ☁️ - Stock screening, company financials and personal portfolio analysis.
- [cahthuranag/mcp-server](https://github.com/cahthuranag/mcp-server) [](https://glama.ai/mcp/servers/cahthuranag/mcp-server) 📇 ☁️ - AllRatesToday currency exchange rates: real-time mid-market rates from interbank data, historical rates, currency list and multi-currency lookups.
- [AllRates-Today/central-bank-mcp](https://github.com/AllRates-Today/central-bank-mcp) [](https://glama.ai/mcp/servers/AllRates-Today/central-bank-mcp) 📇 ☁️ - Central bank and tax authority exchange rates (ECB, Fed, Bank of England, RBI, HMRC, US Treasury): latest and historical tables, comparisons and calendars.
@@ -2219,6 +2329,7 @@ Provides direct access to local file systems with configurable permissions. Enab
- [callbk/finlight-mcp](https://github.com/callbk/finlight-mcp) [](https://glama.ai/mcp/servers/callbk/finlight-mcp) 🎖️ ☁️ - Real-time financial news: search by ticker, source, and language, with sentiment scores and tagged company entities.
- [finlynq/finlynq](https://github.com/finlynq/finlynq) [](https://glama.ai/mcp/servers/finlynq/finlynq) 📇 ☁️ 🏠 🍎 🪟 🐧 - Self-hostable personal finance app: track and query income, expenses, budgets, investments, loans, subscriptions and goals, with per-user encryption at rest.
- [finmap-org/mcp-server](https://github.com/finmap-org/mcp-server) - Historical US, UK, Russian and Turkish stock exchange data from finmap: sectors, tickers, company profiles, market cap, volume and treemap visualizations.
+- [Finology-tech/finology-mcp](https://github.com/Finology-tech/finology-mcp) [](https://glama.ai/mcp/servers/Finology-tech/finology-mcp) 🎖️ 📇 ☁️ 🍎 🪟 🐧 - Federal student loan math on 2026 rules from Finology Software's parity-verified engine: compare repayment plans, estimate RAP payments, and compare filing jointly vs separately.
- [flox-foundation/flox-mcp](https://github.com/FLOX-Foundation/flox/tree/main/mcp) [](https://glama.ai/mcp/servers/FLOX-Foundation/flox) 🐍 🏠 - FLOX trading systems framework: run backtests, scaffold strategies, check for lookahead bias, place orders and query PnL.
- [foretak/registry-mcp](https://github.com/foretak/registry-mcp) [](https://glama.ai/mcp/servers/foretak/registry-mcp) 🐍 ☁️ 🏠 - Company data from UK Companies House and Norway's Brønnøysund registers: lookup, name search, filing deadlines and Norwegian VAT registration checks.
- [Fund-z/fundzwatch-mcp](https://github.com/Fund-z/fundzwatch-mcp) [](https://glama.ai/mcp/servers/Fund-z/fundzwatch-mcp) 📇 ☁️ - Real-time business events: funding rounds, acquisitions, executive hires, AI-scored leads and market intelligence.
@@ -2232,6 +2343,7 @@ Provides direct access to local file systems with configurable permissions. Enab
- [gpartin/CryptoGuardClient](https://github.com/gpartin/CryptoGuardClient) [](https://glama.ai/mcp/servers/gpartin/CryptoGuardClient) 🐍 ☁️ - Deterministic per-transaction crypto trade validation (PROCEED/CAUTION/BLOCK), token scanning and rug pull detection for trading agents.
- [gosodax/builders-sodax-mcp-server](https://github.com/gosodax/builders-sodax-mcp-server) [](https://glama.ai/mcp/servers/@gosodax/sodax-builders-mcp) 📇 ☁️ - SODAX cross-chain DeFi data and SDK docs: query swaps, lending, solver volume and intent history.
- [goodmeta/intelligence-mcp](https://github.com/goodmeta/intelligence-mcp) [](https://glama.ai/mcp/servers/goodmeta/intelligence-mcp) 📇 ☁️ - Agent payments ecosystem tracking: scans GitHub, Hacker News and npm for AP2, ACP, x402, MPP and UCP activity and returns scored opportunities.
+- [govcontractscout/govcontractscout-mcp](https://github.com/govcontractscout/govcontractscout-mcp) [](https://glama.ai/mcp/servers/govcontractscout/govcontractscout-mcp) 📇 ☁️ - MCP server exposing GovContractScout's US state & local government contracts API to AI agents.
- [Helm-Protocol/openttt-mcp](https://github.com/Helm-Protocol/openttt-mcp) [](https://glama.ai/mcp/servers/Helm-Protocol/openttt-mcp) 📇 ☁️ - Proof-of-Time temporal attestation for AI agents based on multiple HTTPS sources.
- [heurist-network/heurist-mesh-mcp-server](https://github.com/heurist-network/heurist-mesh-mcp-server) 🎖️ ☁️ 🏠 🐍 - Access Heurist Mesh web3 AI agents for blockchain analysis, smart contract auditing, token metrics, DeFi analysis, NFT valuation and transaction monitoring.
- [hive-intel/hive-crypto-mcp](https://github.com/hive-intel/hive-crypto-mcp) 📇 ☁️ 🏠 - Hive Intelligence: unified access to crypto, DeFi and Web3 analytics.
@@ -2275,9 +2387,11 @@ Provides direct access to local file systems with configurable permissions. Enab
- [kukapay/bridge-rates-mcp](https://github.com/kukapay/bridge-rates-mcp) 📇 ☁️ - Real-time cross-chain bridge rates and optimal transfer routes.
- [kukapay/chainlink-feeds-mcp](https://github.com/kukapay/chainlink-feeds-mcp) 📇 ☁️ - Real-time access to Chainlink's decentralized on-chain price feeds.
- [kukapay/chainlist-mcp](https://github.com/kukapay/chainlist-mcp) 📇 ☁️ - Verified EVM chain information: RPC URLs, chain IDs, explorers and native tokens.
+- [bartosz-kuc/honest-mbank-parser-mcp](https://github.com/bartosz-kuc/honest-mbank-parser-mcp) [](https://glama.ai/mcp/servers/bartosz-kuc/honest-mbank-parser-mcp) 🐍 🏠 🍎 🪟 🐧 - Parses mBank (Poland) CSV transaction exports offline with no bank login. `read_statement_header` previews client, period, accounts and totals; `list_operations` filters by date, category, account, description or amount; `summarize_operations` totals inflow, outflow and net by category, account or month.
- [kukapay/cointelegraph-mcp](https://github.com/kukapay/cointelegraph-mcp) 🐍 ☁️ - Real-time access to the latest Cointelegraph news.
- [kukapay/crypto-feargreed-mcp](https://github.com/kukapay/crypto-feargreed-mcp) 🐍 ☁️ - Real-time and historical Crypto Fear & Greed Index data.
- [kukapay/crypto-funds-mcp](https://github.com/kukapay/crypto-funds-mcp) 🐍 ☁️ - Structured, real-time data on cryptocurrency investment funds.
+- [bartosz-kuc/honest-nbp-mcp](https://github.com/bartosz-kuc/honest-nbp-mcp) [](https://glama.ai/mcp/servers/bartosz-kuc/honest-nbp-mcp) 🐍 ☁️ 🍎 🪟 🐧 - National Bank of Poland (NBP) exchange rates (tables A/B/C) and gold prices, latest or historical (`get_rate`, `list_rates`, `get_rate_history`, `get_gold`, `get_gold_history`), plus `convert` at NBP mid-rates, e.g. invoices to PLN. No API key; runs locally and calls api.nbp.pl directly with no third-party middleman.
- [kukapay/crypto-indicators-mcp](https://github.com/kukapay/crypto-indicators-mcp) 🐍 ☁️ - Cryptocurrency technical analysis indicators and strategies.
- [kukapay/crypto-liquidations-mcp](https://github.com/kukapay/crypto-liquidations-mcp) 🐍 ☁️ - Streams real-time cryptocurrency liquidation events from Binance.
- [kukapay/crypto-news-mcp](https://github.com/kukapay/crypto-news-mcp) 🐍 ☁️ - Real-time cryptocurrency news from NewsData.
@@ -2401,6 +2515,7 @@ Provides direct access to local file systems with configurable permissions. Enab
- [refined-element/lightning-enable-mcp](https://github.com/refined-element/lightning-enable-mcp) [](https://glama.ai/mcp/servers/@refined-element/lightning-enable-mcp) 🐍 ☁️ 🏠 - Bitcoin Lightning payments for AI agents: pay and create invoices, check balances and access L402-paywalled APIs, with Strike, OpenNode and NWC wallets.
- [Regenerating-World/pix-mcp](https://github.com/Regenerating-World/pix-mcp) 📇 ☁️ - Generate Pix QR codes and copy-paste strings with fallback across multiple providers (Efí, Cielo, etc.) for Brazilian instant payments.
- [rascal-3/chainanalyzer-mcp](https://github.com/rascal-3/chainanalyzer-mcp) [](https://glama.ai/mcp/servers/rascal-3/chainanalyzer-mcp) 📇 ☁️ - Multi-chain AML risk scoring and sanctions screening with ML anomaly scoring and graph analysis across Bitcoin, Ethereum, Polygon, Avalanche and Solana.
+- [roicai/agents-plugin](https://github.com/roicai/agents-plugin) [](https://glama.ai/mcp/servers/roicai/agents-plugin) 🎖️ 📇 ☁️ - Company fundamentals from roic.ai: income statements, balance sheets, cash flows, profitability, credit and valuation ratios, plus earnings call transcripts for 68k+ public companies.
- [romanshumy/llm-prices-data](https://github.com/romanshumy/llm-prices-data) [](https://glama.ai/mcp/servers/romanshumy/llm-prices-data) 📇 ☁️ 🏠 - Live LLM API token prices, model comparisons, cheapest-model lookups and The LLM Price Index, re-verified daily against provider pages.
- [vdmeu/registrum-mcp](https://github.com/vdmeu/registrum-mcp) [](https://glama.ai/mcp/servers/vdmeu/registrum-mcp) 📇 ☁️ - UK Companies House data via the Registrum API: company search, profiles, iXBRL-parsed financials, director history and corporate network graphs.
- [RomThpt/xrpl-mcp-server](https://github.com/RomThpt/mcp-xrpl) 📇 ☁️ - XRP Ledger access: account information, transaction history, ledger objects, transaction submission and network monitoring.
@@ -2430,7 +2545,9 @@ Provides direct access to local file systems with configurable permissions. Enab
- [supra126/taiwan-payroll](https://github.com/supra126/taiwan-payroll) [](https://glama.ai/mcp/servers/supra126/taiwan-payroll) 📇 ☁️ 🏠 - Taiwan statutory payroll calculations: labor and health insurance, labor pension, NHI supplementary premium, income-tax withholding and old-age benefits.
- [szhygulin/recon-crypto-mcp](https://github.com/szhygulin/recon-crypto-mcp) [](https://glama.ai/mcp/servers/szhygulin/recon-crypto-mcp) 📇 🏠 - Self-custodial crypto portfolio: EVM balances and DeFi positions with risk alerts, plus unsigned transactions signed on a Ledger via WalletConnect.
- [tamasPetki/HeadlessTracker](https://github.com/tamasPetki/HeadlessTracker) [](https://glama.ai/mcp/servers/tamasPetki/HeadlessTracker) 📇 🏠 ☁️ 🍎 🪟 🐧 - Local-first crypto portfolio aggregation across Bybit, Binance, EVM and Solana wallets and Polymarket, with read-only credentials in the OS keychain.
+- [Tapetide-hq/nse-bse-indian-stock-market-data-mcp](https://github.com/Tapetide-hq/nse-bse-indian-stock-market-data-mcp) [](https://glama.ai/mcp/servers/Tapetide-hq/nse-bse-indian-stock-market-data-mcp) 🎖️ 📇 🏠 ☁️ 🍎 🪟 🐧 - Indian stock market data for about 8,200 NSE and BSE stocks via `npx -y tapetide-mcp`: quotes, quarterly financials, shareholding, a 326-ratio screener, FII/DII flows, option chains and company filings.
- [tatumio/blockchain-mcp](https://github.com/tatumio/blockchain-mcp) ☁️ - Access Tatum's blockchain API across many networks, including an RPC gateway and blockchain data insights.
+- [theluckystrike/mcp-statement-of-account](https://github.com/theluckystrike/mcp-statement-of-account) [](https://glama.ai/mcp/servers/theluckystrike/mcp-statement-of-account) 📇 🏠 - Client statements of account built from a local invoice, credit-note and deposit ledger: opening balance, every invoice, payment and credit note in date order, closing balance, and receivables aged into 0-30, 31-60, 61-90 and 90+ day buckets as at any chosen date, so a historic aging is not silently emptied by payments that arrived later. Exports plain text or an A4 PDF and drafts a friendly, firm or final payment chaser. Nothing is written back to the source ledgers.
- [ThomasMarches/substrate-mcp-rs](https://github.com/ThomasMarches/substrate-mcp-rs) 🦀 🏠 - Interact with Substrate-based blockchains.
- [traceloop/opentelemetry-mcp-server](https://github.com/traceloop/opentelemetry-mcp-server.git) 🐍 🏠 - Connect to any OpenTelemetry backend, such as Datadog, Grafana, Dynatrace or Traceloop.
- [Trade-Agent/trade-agent-mcp](https://github.com/Trade-Agent/trade-agent-mcp.git) 🎖️ ☁️ - Trade stocks and crypto on brokerages such as Robinhood, E*Trade, Coinbase and Kraken via Trade Agent.
@@ -2498,6 +2615,9 @@ Provides direct access to local file systems with configurable permissions. Enab
- [yourmatematt/agent-billboard-mcp](https://github.com/yourmatematt/agent-billboard-mcp) [](https://glama.ai/mcp/servers/yourmatematt/agent-billboard-mcp) 📇 🏠 🍎 🪟 🐧 - Read and post to The Agent Billboard, a single on-chain Solana message slot won by outbidding the previous poster, with operator spend limits.
- [tillbooks/tillbooks](https://github.com/tillbooks/tillbooks) [](https://glama.ai/mcp/servers/tillbooks/tillbooks) 📇 🏠 🍎 🐧 - Local-first Swiss accounting: double-entry journal entries, invoice categorization and follow-up, and Swiss VAT (MWST) returns, stored in local SQLite.
- [cstamigo-droid/signal-scanner](https://github.com/cstamigo-droid/signal-scanner) [](https://glama.ai/mcp/servers/cstamigo-droid/signal-scanner) 🐍 🏠 - Rule-based stock/crypto screener: define signals in YAML (RSI, SMA cross, volume, 52-week levels), scan a watchlist over keyless yfinance data, and get matches via MCP, console or Telegram.
+- [airblock2026/bit-monk-signal-mcp](https://github.com/airblock2026/bit-monk-signal-mcp) [](https://glama.ai/mcp/servers/airblock2026/bit-monk-signal-mcp) 📇 ☁️ - Bottom/top market-timing verdicts for 10 markets — crypto (197 coins, 32 indicators), US stocks, KOSPI/KOSDAQ, China A-shares, Hong Kong stocks, commodity futures, FX (48 pairs), inflation & Fed liquidity, Seoul & Dubai property. One fused −100..+100 score across daily/weekly/monthly timeframes. x402 pay-per-call (USDT on X Layer), no API key or signup.
+- [D-Asce/pandastocksdk](https://github.com/D-Asce/pandastocksdk) [](https://glama.ai/mcp/servers/D-Asce/pandastocksdk) 🐍 🏠 - A-share realtime market data via MCP: NATS-pushed quotes, Level2, DDX, capital flow, news. 22 tools, free public test account. Install: `pip install pandastock-mcp`
+- [SlothyAfk/finance-pulse-python](https://github.com/SlothyAfk/finance-pulse-python) [](https://glama.ai/mcp/servers/SlothyAfk/finance-pulse-python) 🐍 ☁️ - Financial news as sourced statements with sentiment and tickers, grouped into developments and company storylines. Search by ticker or sector, trending stories, sentiment time series and news-attention screeners.
### 🎮 Gaming
Integration with gaming related data, game engines, and services
@@ -2506,6 +2626,7 @@ Integration with gaming related data, game engines, and services
- [3aKHP/prts-mcp](https://github.com/3aKHP/prts-mcp) [](https://glama.ai/mcp/servers/3aKHP/prts-mcp) 🐍 📇 ☁️ 🏠 - Arknights game data via the PRTS Wiki API, with auto-synced operator archives and voice lines for fan-work creation.
- [antics-gg/antics-mcp](https://github.com/antics-gg/antics-mcp) [](https://glama.ai/mcp/servers/antics-gg/antics-mcp) 📇 ☁️ - Deploy a single-file HTML game to a shareable multiplayer URL with rooms, state sync and leaderboards, without a backend or player accounts.
- [beckettlab/beckett-godot-mcp](https://github.com/beckettlab/beckett-godot-mcp) [](https://glama.ai/mcp/servers/beckettlab/beckett-godot-mcp) 🏠 🍎 🪟 🐧 - Godot 4 editor addon that runs without a sidecar: class reflection, validated GDScript writes, scene/script/resource authoring and a runtime play-test loop.
+- [Brunovncs/texel-mcp](https://github.com/Brunovncs/texel-mcp) [](https://glama.ai/mcp/servers/Brunovncs/texel-mcp) 📇 🏠 🍎 🪟 🐧 - Minecraft skins and textures as code: JSON specs compiled to PNG, with a review an agent can act on. Skins, 57 mob textures, blocks, items, GUI and particles, animated or glowing, and resource packs it builds and checks.
- [butterlatte-zhang/unity-ai-bridge](https://github.com/butterlatte-zhang/unity-ai-bridge) [](https://glama.ai/mcp/servers/butterlatte-zhang/unity-ai-bridge) #️⃣ 🐍 🏠 🍎 🪟 - Control the Unity Editor from AI coding tools via file-based IPC.
- [buildepicshit/Wick](https://github.com/buildepicshit/Wick) [](https://glama.ai/mcp/servers/buildepicshit/Wick) #️⃣ 🏠 🍎 🪟 🐧 - Godot Engine tooling: Roslyn-enriched exception telemetry, scene tree inspection, C# symbol navigation, MSBuild orchestration and GDScript analysis.
- [chaoz23/srdcheck](https://github.com/chaoz23/srdcheck) [](https://glama.ai/mcp/servers/chaoz23/srdcheck) 🐍 🏠 - Deterministic D&D 5e (SRD 5.2.1) rules verdicts: cited turn legality checks, legal-action enumeration, advantage math and hash-stamped game-state lineage.
@@ -2556,9 +2677,11 @@ Integration with gaming related data, game engines, and services
- [opgginc/opgg-mcp](https://github.com/opgginc/opgg-mcp) 📇 ☁️ - Real-time gaming data for League of Legends, TFT and Valorant: champion analytics, esports schedules, meta compositions and character statistics.
- [pab1ito/chess-mcp](https://github.com/pab1it0/chess-mcp) 🐍 ☁️ - Access Chess.com player data, game records and other public information.
- [EnioAguiar/llmpvp-plugin](https://github.com/EnioAguiar/llmpvp-plugin) [](https://glama.ai/mcp/servers/EnioAguiar/llmpvp-plugin) 📇 ☁️ 🍎 🪟 🐧 - Ranked, bring-your-own-LLM chess and Go arena for AI agents: register, join matchmaking or challenge by name and play Glicko-2 rated games.
+- [ProjectMakersDE/horizOn-mcp](https://github.com/ProjectMakersDE/horizOn-mcp) [](https://glama.ai/mcp/servers/ProjectMakersDE/horizOn-mcp) 🎖️ 📇 ☁️ 🍎 🪟 🐧 - Official server for the horizOn game backend: player auth, leaderboards, cloud saves, remote config, gift codes, crash reports and feedback, docs and quickstarts for Godot, Unity and Unreal, and optional admin tools for the horizOn dashboard.
- [razz-games/razz-mcp](https://github.com/razz-games/razz-mcp) [](https://glama.ai/mcp/servers/razz-games/razz-mcp) 📇 ☁️ - Provably fair dice, flip, crash, plinko, limbo, mines, tower and HexWar games with real SOL wagering.
- [rkocosmergon/cosmergon-agent](https://github.com/rkocosmergon/cosmergon-agent) [](https://glama.ai/mcp/servers/rkocosmergon/cosmergon-agent) 🐍 ☁️ - Economy simulation for AI agents based on Conway's Game of Life, with an energy currency, a marketplace and benchmark reports.
- [rishijatia/fantasy-pl-mcp](https://github.com/rishijatia/fantasy-pl-mcp/) 🐍 ☁️ - Real-time Fantasy Premier League data and analysis.
+- [Sarg338/steam-mcp](https://github.com/Sarg338/steam-mcp) [](https://glama.ai/mcp/servers/Sarg338/steam-mcp) 🐍 🏠 🍎 🪟 🐧 - Read-only Steam, 41 tools. Store details, reviews that match the store page, sales, regional prices, community tags, live player counts, Steam Deck compatibility, one-call game briefs, side-by-side game comparisons and how each patch moved the reviews all need **no API key**; a free Steam Web API key adds library, playtime, friends, achievements, wishlist and inventory. Also does backlog analysis, taste-based recommendations and co-op night planning across a group's libraries.
- [SerifeusStudio/rpgmaker-xp-mcp](https://github.com/SerifeusStudio/rpgmaker-xp-mcp) [](https://glama.ai/mcp/servers/SerifeusStudio/rpgmaker-xp-mcp) 📇 🏠 🪟 - Author RPG Maker XP games: read and write project data (actors, skills, items, maps, events, scripts) directly and render map previews to PNG.
- [sonirico/mcp-stockfish](https://github.com/sonirico/mcp-stockfish) 🏎️ 🏠 🍎 🪟 🐧️ - Access the Stockfish chess engine.
- [stagproject/sec-filings-mcp](https://github.com/stagproject/sec-filings-mcp) [](https://glama.ai/mcp/servers/stagproject/sec-filings-mcp) 📇 ☁️ - Search SEC EDGAR 10-K and 10-Q filings, with sample previews and full filing JSON paid via x402 on Polygon.
@@ -2576,6 +2699,7 @@ Integration with gaming related data, game engines, and services
Access health metrics, wellness data, and medical information through various health platforms.
- [findsaunaplunge/mcp](https://github.com/findsaunaplunge/mcp) [](https://glama.ai/mcp/servers/findsaunaplunge/mcp) 🎖️ 📇 ☁️ - Cold plunge, sauna and contrast-therapy venues across US metros, with dated temperatures and prices from each venue's own pages, plus city stats.
+- [littlenew117/mibly-apple-health-mcp](https://github.com/littlenew117/mibly-apple-health-mcp) [](https://glama.ai/mcp/servers/littlenew117/mibly-apple-health-mcp) 📇 🏠 🍎 🪟 🐧 - Apple Health data (sleep, steps, heart rate, HRV, workouts, body measurements) pushed from the Mibly iPhone app, stored encrypted on your own machine. Local-first, no cloud or telemetry.
- [Philongevity/phi-mcp-server](https://github.com/Philongevity/phi-mcp-server) [](https://glama.ai/mcp/servers/Philongevity/phi-mcp-server) 📇 ☁️ - Guideline-cited lab-results analysis for chronic conditions (type 2 diabetes, kidney, lupus, cancer survivorship): flags missing or overdue tests with the guideline cited. Free sample report; synthetic/de-identified values only.
- [io.github.PhilipAD/health-export-mcp](https://github.com/PhilipAD/health-export-mcp) [](https://glama.ai/mcp/servers/PhilipAD/health-export-mcp) 🍎 🏠 - Read-only, local-first queries of Apple Health metrics.
- [proscar87/oura-mcp](https://github.com/proscar87/oura-mcp) [](https://glama.ai/mcp/servers/proscar87/oura-mcp) 🐍 📇 🏠 ☁️ 🍎 🪟 🐧 - Raw access to all Oura Ring API v2 collections with full pagination and page counts, without server-side analysis.
@@ -2617,6 +2741,7 @@ Connect AI agents to industrial equipment, machinery, and operational technology
Persistent memory storage using knowledge graph structures. Enables AI models to maintain and query structured information across sessions.
+- [ambermem/amber](https://github.com/ambermem/amber) [](https://glama.ai/mcp/servers/ambermem/amber) 📇 ☁️ - Hosted long-term memory for AI assistants. Your assistant stores facts with its own phrasings; Amber embeds them and finds them again by meaning and by keyword. Recoverable trash, full export, one isolated database per user. [$2.99/mo]
- [kyle-visner/stellarjay](https://github.com/kyle-visner/stellarjay) [](https://glama.ai/mcp/servers/kyle-visner/stellarjay) 🏎️ 🏠 ☁️ 🍎 🪟 🐧 - Safe write access for AI agents: an append-only business fact store where every change is kept, attributed to the agent that made it, and can be undone (`undo_changes`). Self-host with `stellarjay-mcp` or use the hosted AvianSuite server.
- [dockndevai/ossian-mcp](https://github.com/dockndevai/ossian-mcp) [](https://glama.ai/mcp/servers/dockndevai/ossian-mcp) 📇 🏠 🍎 🪟 🐧 - RAG over your own documents with cited passages, plus durable agent memory ranked by relevance, importance and recency; read-only by default.
- [anuragsync78/subctx-connector](https://github.com/anuragsync78/subctx-connector) [](https://glama.ai/mcp/servers/anuragsync78/subctx-connector) 📇 ☁️ - Support center for autonomous artificial minds.
@@ -2628,6 +2753,7 @@ Persistent memory storage using knowledge graph structures. Enables AI models to
- [dahshanlabs/klypix-mcp](https://github.com/dahshanlabs/klypix-mcp) [](https://glama.ai/mcp/servers/dahshanlabs/klypix-mcp) 📇 🏠 🍎 🪟 🐧 - Versioned project brain for coding agents, committed with the repo: decisions, corrections, evidence anchors that flag code drift and file-overlap warnings.
- [AkashGoenka/coldstart](https://github.com/AkashGoenka/coldstart) [](https://glama.ai/mcp/servers/AkashGoenka/coldstart) 📇 🏠 🍎 🪟 🐧 - Codebase memory for coding agents: a deterministic AST index finds task-relevant files, and in-repo Markdown notes flag themselves stale when code changes.
- [forgemeshlabs/library-mcp](https://github.com/forgemeshlabs/library-mcp) [](https://glama.ai/mcp/servers/forgemeshlabs/library-mcp) 📇 ☁️ - Public-domain book knowledge base paid via x402: full-text search, metadata, chapters, quotes, ask-a-book Q&A and curated subject shelves.
+- [geml-spec/geml](https://github.com/geml-spec/geml) [](https://glama.ai/mcp/servers/geml-spec/geml) 📇 🏠 🍎 🪟 🐧 - Address Markdown and GEML documents by block instead of by line: list, get, set, add, delete, rename, revert, find and check one block, with every write re-parsed and refused if it would break the document; plus call-graph queries over a codebase.
- [jayasukuv11-beep/agenthelm](https://github.com/jayasukuv11-beep/agenthelm) [](https://glama.ai/mcp/servers/jayasukuv11-beep/agenthelm) 📇 🐍 ☁️ 🏠 🍎 🪟 🐧 - Shared, versioned memory and governance for AI coding agents, resolving architectural decision conflicts across agents.
- [AIStorageDepot/aistoragedepot-mcp](https://github.com/AIStorageDepot/aistoragedepot-mcp) [](https://glama.ai/mcp/servers/AIStorageDepot/aistoragedepot-mcp) 📇 ☁️ 🍎 🪟 🐧 - Shared, versioned team library of prompts, rules, skills and docs, searchable by agents, with items exposable as slash commands.
- [jmpdsevilla/BovedIA](https://github.com/jmpdsevilla/BovedIA) [](https://glama.ai/mcp/servers/@jmpdsevilla/BovedIA) 📇 🏠 🍎 🪟 🐧 - Personal memory for Claude Code in plain Markdown notes, with a router note that decides what context to load and a layer for thoughts and feelings.
@@ -2635,6 +2761,7 @@ Persistent memory storage using knowledge graph structures. Enables AI models to
- [LiLara-AI/shadowgraph](https://github.com/LiLara-AI/shadowgraph) [](https://glama.ai/mcp/servers/LiLara-AI/shadowgraph) 📇 🏠 🍎 🪟 🐧 - Local-first decision memory for AI agents: stores choices, rejected alternatives and reasons, failed attempts, outcomes, provenance and review conditions.
- [lockstep-team-agent/lockstep](https://github.com/lockstep-team-agent/lockstep) [](https://glama.ai/mcp/servers/lockstep-team-agent/lockstep) 📇 ☁️ - Shared decision memory for teams using AI coding agents: captures engineering decisions, ranks them by blast radius and briefs agents before they act.
- [lumayapartners/memini](https://github.com/lumayapartners/memini) [](https://glama.ai/mcp/servers/lumayapartners/memini) 📇 🏠 🍎 🪟 🐧 - Local-first project memory and guardrails for coding agents: records failed attempts, fragile files and decisions per repo and warns before repeated mistakes.
+- [moorcheh-ai/memanto](https://github.com/moorcheh-ai/memanto) [](https://glama.ai/mcp/servers/moorcheh-ai/memanto) 🐍 🏠 ☁️ 🍎 🪟 🐧 - Universal memory agent for AI: provides semantic search, namespace management, text/vector operations and RAG for local or remote environments.
- [nazar256/memheaven](https://github.com/nazar256/memheaven) [](https://glama.ai/mcp/servers/nazar256/memheaven) 📇 ☁️ - Self-hosted, remotely accessible shared long-term memory for AI agents.
- [jessedu29260-netizen/booboo](https://github.com/jessedu29260-netizen/booboo) [](https://glama.ai/mcp/servers/jessedu29260-netizen/booboo) 📇 🏠 🍎 🪟 🐧 - View and query your AI system (agents, memory, knowledge, automations) as a 3D knowledge graph: stats, search, node details, neighbors and pathfinding.
- [JinyangWang27/people-context](https://github.com/JinyangWang27/people-context) [](https://glama.ai/mcp/servers/JinyangWang27/people-context) 🐍 🏠 🍎 🪟 🐧 - Local-first memory about the people in your life: identity resolution, relationships, facts, interactions, reminders and communication guidance.
@@ -2711,6 +2838,7 @@ Persistent memory storage using knowledge graph structures. Enables AI models to
- [vshulcz/deja-vu](https://github.com/vshulcz/deja-vu) [](https://glama.ai/mcp/servers/vshulcz/deja-vu) 🏎️ 🏠 🍎 🪟 🐧 - Local memory over session histories from Claude Code, Codex CLI and opencode: lexical search, session-start auto-recall, secret redaction and SSH sync.
- [ZengLiangYi/ChatCrystal](https://github.com/ZengLiangYi/ChatCrystal) [](https://glama.ai/mcp/servers/ZengLiangYi/ChatCrystal) 📇 🏠 🍎 🪟 🐧 - Local-first memory for AI coding conversations: imports chats from coding assistants into notes with semantic search, tag graphs and Markdown export.
- [CheMiguel23/MemoryMesh](https://github.com/CheMiguel23/MemoryMesh) 📇 🏠 - Graph-based memory focused on AI role-play and story generation.
+- [chenxiachan/thoughtdag](https://github.com/chenxiachan/thoughtdag) [](https://glama.ai/mcp/servers/chenxiachan/thoughtdag) 📇 🏠 🍎 🪟 🐧 - Search local AI-agent conversation history by file or exact phrase and recall original source turns through four read-only tools.
- [ChevalGrand520/local-gpu-imagegen](https://github.com/ChevalGrand520/local-gpu-imagegen) [](https://glama.ai/mcp/servers/ChevalGrand520/local-gpu-imagegen) 🐍 🏠 🍎 🪟 🐧 - Confirmation-gated local GPU image generation with ComfyUI: SHA-256 model identity, explicit license approval, evidence retention and human-in-the-loop runs.
- [ChrisGVE/workspace-qdrant-mcp](https://github.com/ChrisGVE/workspace-qdrant-mcp) [](https://glama.ai/mcp/servers/ChrisGVE/workspace-qdrant-mcp) 🦀 📇 🏠 🍎 🪟 🐧 - Project-scoped memory for coding assistants: indexes project code and docs into Qdrant with tree-sitter chunking, LSP integration and hybrid search.
- [cipherfoxie/sovereign-mcp](https://github.com/cipherfoxie/sovereign-mcp) [](https://glama.ai/mcp/servers/cipherfoxie/sovereign-mcp) 🐍 ☁️ 🐧 - Search and read the Sovereign AI Blog on self-hosted AI on NVIDIA DGX Spark, and validate SGLang configs for GB10 hardware.
@@ -2731,6 +2859,7 @@ Persistent memory storage using knowledge graph structures. Enables AI models to
- [Destrayon/Connapse](https://github.com/Destrayon/Connapse) [](https://glama.ai/mcp/servers/Destrayon/Connapse) #️⃣ 🏠 🍎 🪟 🐧 - Self-hosted knowledge backend for agents with hybrid vector and keyword search and container-isolated indexes.
- [dengls24/annota](https://github.com/dengls24/annota) [](https://glama.ai/mcp/servers/dengls24/annota) 🐍 🏠 - Annotate papers in Zotero: highlight key findings with semantic color coding, explain formulas and write structured reading notes.
- [deusXmachina-dev/memorylane](https://github.com/deusXmachina-dev/memorylane) 📇 ☁️ 🏠 🍎 - Desktop app that captures screen activity, stores AI summaries and OCR text locally, and exposes the history via semantic search and a timeline.
+- [dexio-wiki/dexio](https://github.com/dexio-wiki/dexio) [](https://glama.ai/mcp/servers/dexio-wiki/dexio) 🐍 ☁️ 🏠 - One wiki that all your agents read and write over MCP, from any machine: search, read, write, edit and move Markdown pages, with every version kept and the agent behind each change recorded. A web app shows the link graph and page history. Self-host it (AGPL-3.0) or use the hosted app.dexio.wiki.
- [dnotitia/akb](https://github.com/dnotitia/akb) [](https://glama.ai/mcp/servers/dnotitia/akb) 🐍 📇 🏠 🍎 🪟 🐧 - Organizational knowledge base: Markdown docs, PostgreSQL tables and files linked by a URI graph, with hybrid search, Git history and multi-tenant ACLs.
- [dodopayments/contextmcp](https://github.com/dodopayments/context-mcp) 📇 ☁️ 🏠 - Self-hosted documentation indexer that serves docs from various sources to agents with semantic search.
- [doobidoo/MCP-Context-Provider](https://github.com/doobidoo/MCP-Context-Provider) 📇 🏠 - Static server providing persistent tool-specific context and rules to AI models.
@@ -2767,6 +2896,7 @@ Persistent memory storage using knowledge graph structures. Enables AI models to
- [HatmanStack/ragstack-mcp](https://github.com/HatmanStack/RAGStack-Lambda/tree/main/src/ragstack-mcp) 🐍 ☁️ 🍎 🪟 🐧 - Access RAGStack serverless knowledge bases on AWS: search, chat with AI answers, upload documents and media, scrape websites and analyze metadata.
- [hermes-labs-ai/fidelis](https://github.com/hermes-labs-ai/fidelis) [](https://glama.ai/mcp/servers/hermes-labs-ai/fidelis) 🐍 🏠 🍎 🐧 - Local-first memory with verbatim recall, querying, health checks and context-sensitive orientation, using LLM-free retrieval by default.
- [hifriendbot/cogmemai-mcp](https://github.com/hifriendbot/cogmemai-mcp) 📇 ☁️ 🍎 🪟 🐧 - Cloud-based persistent memory for Claude Code with semantic search, AI extraction and project scoping.
+- [HiAi-gg/docsmint](https://github.com/HiAi-gg/docsmint) [](https://glama.ai/mcp/servers/HiAi-gg/docsmint) 📇 ☁️ 🏠 - Cloud or self-hosted knowledge workspace with hybrid document search, GraphRAG, and scoped MCP tools for reading and updating documents.
- [hjqcan/GoodMemory](https://github.com/hjqcan/GoodMemory) [](https://glama.ai/mcp/servers/hjqcan/GoodMemory) 📇 🏠 - Local-first, auditable memory with scoped user/project storage in SQLite or Postgres, read-only recall by default and opt-in reviewed writeback.
- [hoornet/agentdocs-mcp](https://github.com/hoornet/agentdocs-mcp) [](https://glama.ai/mcp/servers/hoornet/agentdocs-mcp) 📇 ☁️ 🏠 🍎 🪟 🐧 - Read, create, update, comment on and share AgentDocs Markdown docs, with full-text and semantic search.
- [hubinoretros/deep-thinker](https://github.com/hubinoretros/deep-thinker) [](https://glama.ai/mcp/servers/hubinoretros/deep-thinker) 📇 🏠 🍎 🪟 🐧 - Reasoning via a DAG thought graph with multiple strategies (dialectic, analogical, abductive and more), stuck detection, confidence scoring and self-critique.
@@ -2782,8 +2912,10 @@ Persistent memory storage using knowledge graph structures. Enables AI models to
- [JamesANZ/cross-llm-mcp](https://github.com/JamesANZ/cross-llm-mcp) 📇 🏠 - Cross-LLM communication and memory sharing so different AI models can collaborate and share context across conversations.
- [JamesANZ/memory-mcp](https://github.com/JamesANZ/memory-mcp) 📇 🏠 - Store and retrieve conversation memories from multiple LLMs in MongoDB, with timestamps and LLM identification.
- [japlete/md-vision-mcp](https://github.com/japlete/md-vision-mcp) [](https://glama.ai/mcp/servers/japlete/md-vision-mcp) 📇 🏠 🍎 🪟 🐧 - Read Markdown with inlined images and heading indexes for agentic RAG over local docs or allowed URLs.
+- [jaydubya818/Agentic-KB](https://github.com/jaydubya818/Agentic-KB) [](https://glama.ai/mcp/servers/jaydubya818/Agentic-KB) 📇 🏠 🍎 🪟 🐧 - Persistent engineering knowledge base with source-backed wiki, agent-runtime and repository-context tools, contradiction and staleness checks, and PIN-gated private scopes and writes.
- [jcdickinson/simplemem](https://github.com/jcdickinson/simplemem) 🏎️ ☁️ 🐧 - Simple memory for coding agents using DuckDB and VoyageAI.
- [jagoff/memo](https://github.com/jagoff/memo) [](https://glama.ai/mcp/servers/jagoff/memo) 🐍 🏠 🍎 🐧 - Local-first semantic memory: hybrid search, Markdown storage, MLX or CPU embeddings, contradiction detection, time-travel history and cross-machine git sync.
+- [Jidoseal/jidoseal-mcp](https://github.com/Jidoseal/jidoseal-mcp) [](https://glama.ai/mcp/servers/Jidoseal/jidoseal-mcp) 🐍 🏠 🍎 🪟 🐧 - Checks a folder of Markdown docs for missing Open Knowledge Format (OKF) frontmatter fields, locally; writes only .jidoseal/ in that folder. MCP server Apache-2.0, scan engine proprietary; no network use during a scan is a vendor claim.
- [JinNing6/Noosphere](https://github.com/JinNing6/Noosphere) [](https://glama.ai/mcp/servers/JinNing6/Noosphere) 🐍 ☁️ - Shared community repository of insights, decisions, warnings and patterns with semantic search, a 3D interactive globe and automated content moderation.
- [jinzcdev/markmap-mcp-server](https://github.com/jinzcdev/markmap-mcp-server) 📇 🏠 - Convert Markdown into interactive markmap mind maps with PNG/JPG/SVG export and live browser preview.
- [junnnnnw00/obsidian-everywhere](https://github.com/junnnnnw00/obsidian-everywhere) [](https://glama.ai/mcp/servers/junnnnnw00/obsidian-everywhere) 📇 🏠 🍎 🪟 🐧 - Graph-native Obsidian vault access: search, backlinks, n-hop neighborhoods, paginated reads and safe partial and bulk edits with dry-run and rollback.
@@ -2798,6 +2930,7 @@ Persistent memory storage using knowledge graph structures. Enables AI models to
- [Kyrzin/kybase](https://github.com/Kyrzin/kybase) [](https://glama.ai/mcp/servers/Kyrzin/kybase) 📇 🏠 🍎 🪟 🐧 - Self-hosted Markdown knowledge base that doubles as persistent memory for AI agents: a notes app you browse and edit (wikilinks, backlinks, graph), 18 MCP tools over Streamable HTTP with OAuth (works as a claude.ai connector) or stdio. Hybrid search (Postgres full-text + pgvector, RRF, optional reranker) with section-level reads and conflict-safe appends. `npx -y kybase-mcp`
- [renezander030/agentic-task-system](https://github.com/renezander030/agentic-task-system) [](https://glama.ai/mcp/servers/renezander030/agentic-task-system) 📇 🏠 - Turns your task manager into agent memory with hybrid retrieval over TickTick or an Obsidian vault, without a separate vector database.
- [KVANTRA-dev/NOUZ-MCP](https://github.com/KVANTRA-dev/NOUZ-MCP) [](https://glama.ai/mcp/servers/KVANTRA-dev/NOUZ-MCP) 🐍 🏠 🍎 🪟 🐧 - Semantic knowledge graph for Obsidian with graph, classification and hierarchy modes, local embeddings, semantic bridge discovery and drift detection.
+- [LamantinAI/kaeru](https://github.com/LamantinAI/kaeru) [](https://glama.ai/mcp/servers/LamantinAI/kaeru) 🦀 🏠 ☁️ 🍎 🪟 🐧 - Memory for LLM agents: a local graph where the agent itself keeps decisions, tasks, hypotheses and reasoning between sessions, and gets a summary of what is open and overdue on every return to a project. Single Rust binary with no embedding model or LLM calls inside; one daemon serves several agents at once, with an optional self-hosted cloud for teams. Works with Claude Code, Codex, Cursor, opencode and any MCP client.
- [leesgit/passbaton](https://github.com/leesgit/passbaton) [](https://glama.ai/mcp/servers/leesgit/passbaton) 📇 🏠 🍎 🪟 🐧 - Local session continuity across Claude Code, Codex CLI and Gemini CLI: context injection on start, compaction handover, memory, tasks and multilingual search.
- [lfrmonteiro99/memento-mcp](https://github.com/lfrmonteiro99/memento-mcp) [](https://glama.ai/mcp/servers/lfrmonteiro99/memento-mcp) 📇 🏠 🍎 🪟 🐧 - Local-first memory for coding agents: stores facts, decisions, patterns and architecture notes in SQLite to reduce repeated context across sessions.
- [Lians-ai/Lians](https://github.com/Lians-ai/Lians) [](https://glama.ai/mcp/servers/Lians-ai/Lians) 🐍 🏠 🍎 🪟 🐧 - Bitemporal agent memory with deterministic fact supersession, point-in-time recall, memory lineage, conflict tracking and tamper-evident audit trails.
@@ -2856,6 +2989,7 @@ Persistent memory storage using knowledge graph structures. Enables AI models to
- [ragieai/mcp-server](https://github.com/ragieai/ragie-mcp-server) 📇 ☁️ - Retrieve context from your Ragie knowledge base, connected to sources like Google Drive, Notion and Jira.
- [ravi-labs/mindmap-mcp-server](https://github.com/ravi-labs/mindmap-mcp-server) [](https://glama.ai/mcp/servers/ravi-labs/mindmap-mcp-server) 📇 🏠 - Local-first memory and context handoff across AI tools, with graceful decay, a persona layer and a portable memory passport.
- [remembra-ai/remembra](https://github.com/remembra-ai/remembra) [](https://glama.ai/mcp/servers/remembra-ai/remembra) 🐍 📇 🏠 ☁️ 🍎 🪟 🐧 - Self-hosted persistent agent memory with entity resolution, PII detection, AES-256-GCM encryption at rest and hybrid search.
+- [renezander030/graphiti-local](https://github.com/renezander030/graphiti-local) [](https://glama.ai/mcp/servers/renezander030/graphiti-local) 🐍 🏠 - Local temporal knowledge graph with six read-only retrieval tools, Ollama inference, embedded LadybugDB, and a separate human-approved CLI write queue.
- [redleaves/context-keeper](https://github.com/redleaves/context-keeper) 🏎️ 🏠 ☁️ 🍎 🪟 🐧 - LLM-driven context and memory management: short- and long-term memory with vector, timeline and knowledge graph retrieval plus reranking.
- [riponcm/projectmem](https://github.com/riponcm/projectmem) [](https://glama.ai/mcp/servers/riponcm/projectmem) 🐍 🏠 🍎 🪟 🐧 - Local-first memory for coding agents: records issues, failed attempts, fixes and decisions, re-injects them and warns at git commit before a repeated mistake.
- [Skitchy/rekindle](https://github.com/Skitchy/rekindle) [](https://glama.ai/mcp/servers/Skitchy/rekindle) 📇 🏠 🍎 🪟 🐧 - Session continuity: start-of-session reports with gap detection and scoring, structured end-of-session capture and BM25 memory search, stored in local SQLite.
@@ -2889,6 +3023,7 @@ Persistent memory storage using knowledge graph structures. Enables AI models to
- [skill-seekers/Skill_Seekers](https://github.com/yusufkaraaslan/Skill_Seekers) [](https://glama.ai/mcp/servers/yusufkaraaslan/Skill_Seekers) 🐍 🏠 🍎 🪟 🐧 - Turn docs, GitHub repos, PDFs, videos, Confluence, Notion and Slack/Discord into AI skills and RAG knowledge, exportable to vector databases like Qdrant.
- [stevepridemore/graph-memory](https://github.com/stevepridemore/graph-memory) [](https://glama.ai/mcp/servers/stevepridemore/graph-memory) 📇 🏠 ☁️ 🍎 🪟 🐧 - Personal knowledge graph for Claude on Neo4j with typed entities, bi-temporal edges, weighted decay, contradiction detection and local embeddings.
- [SubDownload/subdownload-mcp](https://github.com/SubDownload/subdownload-mcp) [](https://glama.ai/mcp/servers/SubDownload/subdownload-mcp) 🏎️ ☁️ 🍎 🪟 🐧 - YouTube knowledge base: summarize videos, fetch transcripts (even without captions), search channels and playlists, and save results for cross-session recall.
+- [sunsatosolutions/Vulcanus](https://github.com/sunsatosolutions/Vulcanus) [](https://glama.ai/mcp/servers/sunsatosolutions/Vulcanus) 📇 🏠 🍎 🪟 🐧 - Generates a Git-versioned Markdown vault as project memory, then serves it over MCP. `recall` returns a project's capsule plus the read-next list and warns when the capsule is older than the decisions beneath it; `search` ranks by layer; writes are scoped — `update_capsule` replaces one named section rather than rewriting the file. A `doctor` tool validates that every link resolves and every project is reachable, so the memory fails loudly instead of rotting. Plain Markdown, Obsidian-compatible, no database. `npx @sunsato/vulcanus`
- [TechDocsStudio/biel-mcp](https://github.com/TechDocsStudio/biel-mcp) 📇 ☁️ - Answer questions from your product documentation using Biel.ai's RAG system.
- [The-40-Thieves/obsidian-tc](https://github.com/The-40-Thieves/obsidian-tc) [](https://glama.ai/mcp/servers/The-40-Thieves/obsidian-tc) 📇 🦀 🏠 🍎 🪟 🐧 - Obsidian vault access with role-based access control, native search, multi-vault support, pluggable embeddings and SLSA provenance.
- [threadctx-dev/threadctx-mcp](https://github.com/threadctx-dev/threadctx-mcp) [](https://glama.ai/mcp/servers/threadctx-dev/threadctx-mcp) 📇 🏠 ☁️ 🍎 🪟 🐧 - Local-first shared team memory for coding agents: decisions, fixes and gotchas persist per repo and are shared across teammates' agents.
@@ -2949,9 +3084,11 @@ Persistent memory storage using knowledge graph structures. Enables AI models to
- [pjpoulose/PIL](https://github.com/pjpoulose/PIL) [](https://glama.ai/mcp/servers/pjpoulose/PIL) 📇 🏠 🐍 🍎 🪟 🐧 - Turns your Instagram saved posts into a local, searchable knowledge base, with AI-extracted summaries, key points, how-tos, links and tags in SQLite.
- [Mnemosyne-OS/Mnemosyne-Neural-OS](https://github.com/Mnemosyne-OS/Mnemosyne-Neural-OS) [](https://glama.ai/mcp/servers/Mnemosyne-OS/Mnemosyne-Neural-OS) 🎖️ 📇 🏠 🍎 🪟 🐧 - Human-governed memory in local, domain-separated vaults with hybrid retrieval; also reads other coding agents' output. Requires the Mnemosyne OS desktop app.
- [liza-studio/skillmem](https://github.com/liza-studio/skillmem) [](https://glama.ai/mcp/servers/liza-studio/skillmem) 🐍 🏠 🍎 🪟 🐧 - Self-improving skill memory for coding agents: useful skills are reinforced, unused ones fade; local English/Russian hybrid search, tamper-evident history.
+- [IvenKooLab/loci](https://github.com/IvenKooLab/loci) [](https://glama.ai/mcp/servers/IvenKooLab/loci) 🐍 🏠 🍎 🪟 🐧 - Queryable second brain over your scattered notes, docs, PDFs and chat exports: hybrid retrieval (vector + BM25 fused with RRF), section-level citations with an optional claim-by-claim verification pass, and an Obsidian-style wikilink graph — all local, any OpenAI-compatible API or fully offline via Ollama. `pip install loci-rag` then run `loci-mcp`.
- [zensation-ai/zenbrain](https://github.com/zensation-ai/zenbrain) [](https://glama.ai/mcp/servers/zensation-ai/zenbrain) 📇 🏠 🍎 🪟 🐧 - Seven-layer local agent memory that routes input into facts, episodes or procedures, searches all layers and consolidates repeated episodes into facts.
- [dat999zx/knowl](https://github.com/dat999zx/knowl) [](https://glama.ai/mcp/servers/dat999zx/knowl) 📇 🏠 🍎 🪟 🐧 - Persistent local memory for coding agents that retires replaced facts at write time, so agents read the current answer; facts are typed with provenance.
- [memokar/brainy](https://github.com/memokar/brainy) [](https://glama.ai/mcp/servers/memokar/brainy) 🎖️ 🐍 🏠 🐧 - Self-hosted shared brain for multiple agents: Git-versioned Markdown knowledge plus a task queue with atomic claims, per-space ACL, audit log and human approval, so Claude, ChatGPT and other agents can hand work to each other.
+- [thyn-ai/telys-sdk](https://github.com/thyn-ai/telys-sdk) [](https://glama.ai/mcp/servers/thyn-ai/telys-sdk) 🎖️ 🐍 🏠 🍎 🐧 - Official Telys MCP server — private, on-device memory & retrieval for AI assistants: 19 tools covering memory CRUD, semantic + on-device BM25 lexical search, single-key filtered queries, compaction/IVF/tuning maintenance, and a self-refreshing repo auto-indexer. Stdio; introspection needs no credentials; execution requires the one-time free `telys login` (device authorization). `pipx install telys`
### ⚖️ Legal
Access to legal information, legislation, and legal databases. Enables AI models to search and analyze legal documents and regulatory information.
@@ -2963,6 +3100,7 @@ Access to legal information, legislation, and legal databases. Enables AI models
- [atomno-mcp/mcp-zakupki](https://github.com/atomno-mcp/mcp-zakupki) [](https://glama.ai/mcp/servers/atomno-mcp/mcp-zakupki) 🐍 ☁️ - Search Russian public procurement tenders and contracts on zakupki.gov.ru.
- [aydincan/turk-hukuku-mevzuat-mcp](https://github.com/aydincan/turk-hukuku-mevzuat-mcp) [](https://glama.ai/mcp/servers/aydincan/turk-hukuku-mevzuat-mcp) 🐍 ☁️ - Turkish legislation live from mevzuat.gov.tr: current article text by law and article number, with verification links.
- [buildsyncinc/gibs-mcp](https://github.com/buildsyncinc/gibs-mcp) 🐍 ☁️ - Regulatory compliance for the AI Act, GDPR and DORA, with article-level citations.
+- [Cehha79/aka-recht](https://github.com/Cehha79/aka-recht) [](https://glama.ai/mcp/servers/Cehha79/aka-recht) 🐍 🏠 🍎 🪟 🐧 - Local case-file manager for your own legal matters under German law: documents, parties, timeline and deadline calculation per §§ 187, 188, 193 BGB. 36 tools, writes only after explicit confirmation, Python standard library only.
- [ChangkeunJ/australian-law-mcp](https://github.com/ChangkeunJ/australian-law-mcp) [](https://glama.ai/mcp/servers/ChangkeunJ/australian-law-mcp) 📇 ☁️ - Australian Commonwealth law from the Federal Register of Legislation: read acts as at any date since 1901, compare dates and verify statute citations.
- [cm2489/oravan](https://github.com/cm2489/oravan) [](https://glama.ai/mcp/servers/cm2489/oravan) 📇 ☁️ - Nonpartisan U.S. Congress data: plain-language bill summaries in English and Spanish, representative lookup by ZIP code and urgency ranking of moving bills.
- [djtellado/nexus-legal-mcp](https://github.com/djtellado/nexus-legal-mcp) [](https://glama.ai/mcp/servers/djtellado/nexus-legal-mcp) 📇 ☁️ - Legal analysis (ISO 31000) for Spanish, Latin American and European law: drafting, audits, case law, tax doctrine and cross-border comparison.
@@ -2994,6 +3132,7 @@ Access to legal information, legislation, and legal databases. Enables AI models
Location-based services and mapping tools. Enables AI models to work with geographic data, weather information, and location-based analytics.
+- [bartosz-kuc/honest-imgw-mcp](https://github.com/bartosz-kuc/honest-imgw-mcp) [](https://glama.ai/mcp/servers/bartosz-kuc/honest-imgw-mcp) 🐍 ☁️ 🍎 🪟 🐧 - Polish weather and hydrology data from the IMGW-PIB public API, no API key: hourly synoptic observations (`get_weather`), river levels and flow with a computed normal/warning/alarm status (`get_hydro`), active weather warnings (`get_warnings`), and station lists. Queries IMGW directly, no middleman.
- [HasData/yellowpages-mcp](https://github.com/HasData/yellowpages-mcp) [](https://glama.ai/mcp/servers/HasData/yellowpages-mcp) 📇 ☁️ - Yellow Pages local business search by category and location, with full listings including services, brands and payment methods.
- [HasData/google-maps-mcp](https://github.com/HasData/google-maps-mcp) [](https://glama.ai/mcp/servers/HasData/google-maps-mcp) 📇 ☁️ - Remote MCP server for Google Maps: place search and place details, reviews, photos, posts and contributor history, as JSON, with no Google Cloud project to set up.
- [HasData/yelp-mcp](https://github.com/HasData/yelp-mcp) [](https://glama.ai/mcp/servers/HasData/yelp-mcp) 📇 ☁️ - Yelp business search by category and location, place details, and full reviews with sorting and star filters.
@@ -3035,6 +3174,7 @@ Location-based services and mapping tools. Enables AI models to work with geogra
- [cablate/mcp-google-map](https://github.com/cablate/mcp-google-map) [](https://glama.ai/mcp/servers/cablate/mcp-google-map) 📇 ☁️ 🏠 - Google Maps geocoding, place search, directions and elevation, with a standalone CLI mode.
- [ni-c/osm-mcp](https://github.com/ni-c/osm-mcp) [](https://glama.ai/mcp/servers/ni-c/osm-mcp) 📇 ☁️ 🍎 🪟 🐧 - OpenStreetMap travel planning: geocoding, walking, driving and cycling routes, travel-time matrices, route optimization, isochrones and POI search.
- [Off-Nadir-Lab/offnadir-delta-mcp](https://github.com/Off-Nadir-Lab/offnadir-delta-mcp) [](https://glama.ai/mcp/servers/Off-Nadir-Lab/offnadir-delta-mcp) 🎖️ 📇 ☁️ - Live geolocated world-event intelligence and a daily world brief: event signals, hotspots, Sentinel satellite imagery and an OSINT/GEOINT analyst.
+- [oschwald/maxminddb-mcp](https://github.com/oschwald/maxminddb-mcp) [](https://glama.ai/mcp/servers/oschwald/maxminddb-mcp) 🏎️ 🏠 🍎 🪟 🐧 - Query local MaxMind DB files for IP geolocation, ASN data, and filtered network analysis, with database downloads and automatic updates.
- [PostalDataPI/postaldatapi-mcp](https://github.com/PostalDataPI/postaldatapi-mcp) [](https://glama.ai/mcp/servers/PostalDataPI/postaldatapi-mcp) 🐍 ☁️ - Global postal code lookup, validation and city search, with timezone, administrative region and elevation metadata.
- [QGIS MCP](https://github.com/jjsantos01/qgis_mcp) - Connects QGIS Desktop to Claude for prompt-assisted project creation, layer loading and code execution.
- [rossshannon/Weekly-Weather-mcp](https://github.com/rossshannon/weekly-weather-mcp.git) 🐍 ☁️ - Detailed seven-day weather forecasts for anywhere in the world.
@@ -3057,6 +3197,7 @@ Location-based services and mapping tools. Enables AI models to work with geogra
Tools for creating and editing marketing content, working with web meta data, product positioning, and editing guides.
+- [A1-x-Tech/mcp-google-search-console](https://github.com/A1-x-Tech/mcp-google-search-console) [](https://glama.ai/mcp/servers/A1-x-Tech/mcp-google-search-console) 📇 ☁️ - Google Search Console: analyze search performance, inspect URL indexing and manage sitemaps.
- [A1-x-Tech/mcp-google-tagmanager](https://github.com/A1-x-Tech/mcp-google-tagmanager) [](https://glama.ai/mcp/servers/A1-x-Tech/mcp-google-tagmanager) 📇 ☁️ - Google Tag Manager: inspect containers, prepare workspace changes and publish when ready.
- [A1-x-Tech/mcp-yandex-audience](https://github.com/A1-x-Tech/mcp-yandex-audience) [](https://glama.ai/mcp/servers/A1-x-Tech/mcp-yandex-audience) 📇 ☁️ - Yandex Audience API: build and manage ad-targeting segments (CRM uploads, lookalike, pixel-based) and access grants.
- [AIOProductOS/studio-mcp](https://github.com/AIOProductOS/studio-mcp) [](https://glama.ai/mcp/servers/AIOProductOS/studio-mcp) 🎖️ 📇 🏠 🍎 🪟 🐧 - Local, scripted screen recordings of your web app with a moving pointer, zooms, callouts, captions and transitions, plus screenshots and MP4/GIF export.
@@ -3067,6 +3208,7 @@ Tools for creating and editing marketing content, working with web meta data, pr
- [AKzar1el/mcp-geo](https://github.com/AKzar1el/mcp-geo) [](https://glama.ai/mcp/servers/AKzar1el/mcp-geo) 📇 ☁️ 🏠 🍎 🪟 🐧 - DigestSEO GEO tracker: measure brand citations and visibility across ChatGPT, Claude, Perplexity, Gemini and Google AI Overviews.
- [AdsMCP/tiktok-ads-mcp-server](https://github.com/AdsMCP/tiktok-ads-mcp-server) 🐍 ☁️ - TikTok Ads API integration: manage campaigns, analyze performance metrics, and handle audiences and creatives.
- [adsagents/adsagent-ai-skills](https://github.com/adsagents/adsagent-ai-skills) [](https://glama.ai/mcp/servers/adsagents/adsagent-ai-skills) 📇 ☁️ - AdsAgent plugin and hosted MCP servers for Meta, Google and TikTok ads.
+- [afanasenkoa/instavision-mcp](https://github.com/afanasenkoa/instavision-mcp) [](https://glama.ai/mcp/servers/afanasenkoa/instavision-mcp) 🎖️ 📇 ☁️ 🍎 🪟 🐧 - InstaVision Instagram creator and lead discovery: find accounts by niche, city, follower range or lookalike accounts, estimate credits, run searches and export the results.
- [hardeyhemy/revnuvo-dev](https://github.com/hardeyhemy/revnuvo-dev) [](https://glama.ai/mcp/servers/hardeyhemy/revnuvo-dev) 🎖️ ☁️ - Revnuvo company intelligence: what changed at a company, with evidence.
- [aitit-inc/leadace](https://github.com/aitit-inc/leadace) [](https://glama.ai/mcp/servers/aitit-inc/leadace) 📇 🏠 - Outbound sales for Claude Code: per-prospect website research, one email per prospect from your own Gmail, reply tracking and structured rejection feedback.
- [alttextai/alttext-mcp](https://github.com/alttextai/alttext-mcp) [](https://glama.ai/mcp/servers/alttextai/alttext-mcp) 🎖️ 📇 🏠 - Generate and translate image alt text and manage an AltText.ai image library.
@@ -3084,16 +3226,20 @@ Tools for creating and editing marketing content, working with web meta data, pr
- [carlosalvite/foundersignal-mcp](https://github.com/carlosalvite/foundersignal-mcp) [](https://glama.ai/mcp/servers/carlosalvite/foundersignal-mcp) 📇 🏠 🍎 🪟 🐧 - SaaS idea research: revenue data, growth signals and pain points aggregated from AppSumo, TrustMRR, Product Hunt, Indie Hackers, Reddit and more.
- [Citedy/citedy-seo-agent](https://github.com/Citedy/citedy-seo-agent) [](https://glama.ai/mcp/servers/@Citedy/citedy-seo-agent) 📇 ☁️ - Marketing toolkit: scout X and Reddit trends, analyze competitors, find content gaps, and generate multilingual SEO articles, social posts and avatar videos.
- [Citlyze/citlyze-mcp](https://github.com/citlyze/citlyze-mcp) [](https://glama.ai/mcp/servers/@citlyze/citlyze-mcp) 🎖️ ☁️ - Track brand visibility in AI search with Citlyze: scores, tracked prompts, citations, competitor comparison, recommendations and AI crawler analytics.
+- [clipugc/ClipUGC-CLI](https://github.com/clipugc/ClipUGC-CLI) [](https://glama.ai/mcp/servers/clipugc/ClipUGC-CLI) 🎖️ 📇 ☁️ - Make short vertical UGC videos for mobile apps with AI influencers who keep the same face. Hosted at https://clipugc.com/mcp (OAuth) or local via npx.
- [competlab/competlab-mcp-server](https://github.com/competlab/competlab-mcp-server) [](https://glama.ai/mcp/servers/competlab/competlab-mcp-server) 📇 ☁️ - Competitive intelligence: monitor competitors' prices, content, positioning and tech stacks, and track how AI assistants rank your brand.
- [conorbronsdon/gsc-mcp](https://github.com/conorbronsdon/gsc-mcp) [](https://glama.ai/mcp/servers/conorbronsdon/gsc-mcp) 📇 ☁️ - Google Search Console: search analytics by query, page, country and device, striking-distance reports, sitemap management and URL inspection.
- [davidmosiah/agent-seo-engine](https://github.com/davidmosiah/agent-seo-engine) [](https://glama.ai/mcp/servers/davidmosiah/agent-seo-engine) 🐍 🏠 - Local-first SEO quality, search-intent and opportunity scoring for Markdown content and GSC-style opportunities before rewriting or publishing.
- [dhawalshah/tiktok-ads-mcp](https://github.com/dhawalshah/tiktok-ads-mcp) [](https://glama.ai/mcp/servers/dhawalshah/tiktok-ads-mcp) 🐍 ☁️ - TikTok Ads: video performance metrics, creative fatigue scoring, industry benchmarks and Smart+ campaign support.
+- [dhawalshah/google-tag-manager-mcp](https://github.com/dhawalshah/google-tag-manager-mcp) [](https://glama.ai/mcp/servers/dhawalshah/google-tag-manager-mcp) 🏠 ☁️ - Google Tag Manager MCP server for managing tags, triggers, and variables from Claude, local or remote.
- [elfsight/beamtrace-mcp](https://github.com/elfsight/beamtrace-mcp) [](https://glama.ai/mcp/servers/elfsight/beamtrace-mcp) 🎖️ ☁️ - Track AI search visibility and get website fixes to improve it.
- [epistemedeus/ai-readiness](https://github.com/epistemedeus/ai-readiness) [](https://glama.ai/mcp/servers/epistemedeus/ai-readiness) 📇 🏠 🍎 🪟 🐧 - Check a website's visibility to AI search: scores AI crawler access, JSON-LD, title and meta tags, Open Graph, sitemap and llms.txt, with a fix for each gap.
+- [Otha-Labs/persuasion-mcp](https://github.com/Otha-Labs/persuasion-mcp) [](https://glama.ai/mcp/servers/Otha-Labs/persuasion-mcp) 🎖️ 📇 ☁️ 🏠 🍎 🪟 🐧 - Plan, check and fix marketing copy against the nine questions every reader asks, with 766 persuasion techniques from real ads, copy diagnostics, headline and claim checks, and A/B test math. Free, no API key, hosted at https://taxonomy.coppica.com/mcp.
- [tankstellen/firmenliste-mcp](https://github.com/tankstellen/firmenliste-mcp) [](https://glama.ai/mcp/servers/tankstellen/firmenliste-mcp) 📇 ☁️ - B2B company address data for the DACH region: search industry lists, check availability and field coverage, and get binding price quotes.
- [forgemeshlabs/seo-authority-mcp](https://github.com/forgemeshlabs/seo-authority-mcp) [](https://glama.ai/mcp/servers/forgemeshlabs/seo-authority-mcp) 📇 ☁️ - SEO authority scores, keyword opportunities, competitor gaps, content briefs, site audits and internal-link analysis, paid per call via x402.
- [forgemeshlabs/x402-ads-mcp](https://github.com/forgemeshlabs/x402-ads-mcp) [](https://glama.ai/mcp/servers/forgemeshlabs/x402-ads-mcp) 📇 ☁️ - Agent demand analytics, recommendations and discovery on the ForgeMesh x402 Ads network, which monetizes unused 402 responses, paid per call in USDC on Base.
- [mambalabsdev/mcp-clay-to-instantly-smartlead-push](https://github.com/mambalabsdev/mcp-clay-to-instantly-smartlead-push) [](https://glama.ai/mcp/servers/mambalabsdev/mcp-clay-to-instantly-smartlead-push) 📇 ☁️ - Push enriched lead rows into Instantly or Smartlead campaigns with ICP score gating, deduplication and a dry-run mode.
+- [mambalabsdev/mcp-email-waterfall-orchestrator](https://github.com/mambalabsdev/mcp-email-waterfall-orchestrator) [](https://glama.ai/mcp/servers/mambalabsdev/mcp-email-waterfall-orchestrator) 📇 ☁️ - Finds and verifies a work email for each contact across your own provider keys, and returns real per provider spend attribution.
- [mikusnuz/meta-ads-mcp](https://github.com/mikusnuz/meta-ads-mcp) [](https://glama.ai/mcp/servers/mikusnuz/meta-ads-mcp) 📇 ☁️ - Meta Marketing API: manage Facebook and Instagram ad campaigns, audiences, creatives, insights, catalogs and automated rules.
- [moiosintel/kd-scout](https://github.com/moiosintel/kd-scout) [](https://glama.ai/mcp/servers/moiosintel/kd-scout) 🐍 🏠 - Keyword research calculations: difficulty estimation, opportunity scoring and structured content briefs.
- [mukul-dutt/mentionsapi-mcp](https://github.com/mukul-dutt/mentionsapi-mcp) [](https://glama.ai/mcp/servers/mukul-dutt/mentionsapi-mcp) 📇 ☁️ - Check whether AI assistants recommend your brand: mentions, ranks and citations across ChatGPT, Claude, Gemini, Perplexity, Google AI Overviews and Copilot.
@@ -3143,6 +3289,7 @@ Tools for creating and editing marketing content, working with web meta data, pr
- [SEOcrawl/seocrawl-mcp](https://github.com/SEOcrawl/seocrawl-mcp) [](https://glama.ai/mcp/servers/SEOcrawl/seocrawl-mcp) 🎖️ ☁️ - SEO and GEO: live Google Search Console and GA4 data, keyword and page analysis, AI visibility tracking, site audits and SEO task management.
- [integrallis/rankcli-mcp-server](https://github.com/integrallis/rankcli-mcp-server) [](https://glama.ai/mcp/servers/integrallis/rankcli-mcp-server) 📇 🏠 ☁️ - SEO and GEO (AI search) analysis: Core Web Vitals, structured data, security headers, mobile SEO, image audits, internal linking and AI crawler access.
- [sparrow84001/mcp-seo](https://github.com/sparrow84001/mcp-seo) [](https://glama.ai/mcp/servers/sparrow84001/mcp-seo) 📇 🏠 ☁️ 🍎 🪟 🐧 - SEO, AEO, GEO, local SEO and CRO auditor with framework-aware code fixes, sitemap crawling and HTTP security header inspection.
+- [SpikeyCoder/website-auditor-mcp](https://github.com/SpikeyCoder/website-auditor-mcp) [](https://glama.ai/mcp/servers/SpikeyCoder/website-auditor-mcp) 🎖️ 📇 ☁️ - Official Website Auditor server: checks how often ChatGPT, Claude, Gemini and Perplexity name a business, which competitors they name instead and which sources they cite, with competitor comparison, weekly tracking, prioritized fixes, JSON-LD drafts and security and performance audits. Free sample audit with no API key.
- [stape-io/google-tag-manager-mcp-server](https://github.com/stape-io/google-tag-manager-mcp-server) 📇 ☁️ - Interface to the Google Tag Manager API.
- [stape-io/stape-mcp-server](https://github.com/stape-io/stape-mcp-server) 📇 ☁️ - Interact with the Stape platform via the Stape API.
- [Synter-Media-AI/mcp-server](https://github.com/Synter-Media-AI/mcp-server) [](https://glama.ai/mcp/servers/Synter-Media-AI/mcp-server) 📇 ☁️ - Ad management across Google, Meta, LinkedIn, Microsoft, Reddit and TikTok: create campaigns, adjust budgets, generate creatives and pull performance data.
@@ -3168,6 +3315,8 @@ Tools for creating and editing marketing content, working with web meta data, pr
### 📊 Monitoring
Access and analyze application monitoring data. Enables AI models to review error reports and performance metrics.
+- [asinha07/spoor](https://github.com/asinha07/spoor) [](https://glama.ai/mcp/servers/asinha07/spoor) 🏎️ 🏠 🍎 🪟 🐧 - Tells AI agents what changed across VictoriaMetrics, VictoriaLogs and VictoriaTraces, and where it started: a ranked, token-budgeted digest that separates root causes from echoes using trace structure.
+- [dockndevai/mcp-grafana](https://github.com/dockndevai/mcp-grafana) [](https://glama.ai/mcp/servers/dockndevai/mcp-grafana) 📇 🏠 - Safe-by-default MCP server for Grafana: search & read dashboards and the dashboard JSON model, query datasources (Prometheus/Loki/SQL via the unified query API), and inspect alert rules & annotations; in higher modes, create/update dashboards and folders, write annotations, and delete. Read-only by default with access modes, folder/datasource allowlists, and human confirmation (MCP elicitation) on deletes. `npx -y @dockndevai/mcp-grafana`
- [A1-x-Tech/mcp-google-crux](https://github.com/A1-x-Tech/mcp-google-crux) [](https://glama.ai/mcp/servers/A1-x-Tech/mcp-google-crux) 📇 ☁️ - Google CrUX: real-user Core Web Vitals with mobile and desktop comparison and 40-week trends.
- [adanb13/cirdan](https://github.com/adanb13/cirdan) [](https://glama.ai/mcp/servers/adanb13/cirdan) 🐍 🏠 🍎 🪟 🐧 - Fingerprints, graphs and watches the live infrastructure an agent can reach (Docker, Kubernetes, cloud, IaC) and detects incidents.
@@ -3175,6 +3324,7 @@ Access and analyze application monitoring data. Enables AI models to review erro
- [AIops-tools/Endpoint-AIops](https://github.com/AIops-tools/Endpoint-AIops) [](https://glama.ai/mcp/servers/AIops-tools/Endpoint-AIops) 🐍 🏠 - Endpoint fleet operations (thin client, VDI): login-storm and patch/config-drift analysis, inventory, and guarded remediation with audit logs and rollback.
- [alilxxey/openobserve-community-mcp](https://github.com/alilxxey/openobserve-community-mcp) [](https://glama.ai/mcp/servers/alilxxey/openobserve-community-mcp) 🐍 🏠 🍎 🪟 🐧 - Read-only access to OpenObserve Community Edition: search logs, traces, stream schemas and dashboards without an Enterprise license.
- [Alog/alog-mcp](https://github.com/saikiyusuke/alog-mcp) 📇 ☁️ - AI agent activity logging and monitoring on the Alog platform: post logs, create articles, manage social interactions and monitor agent activity.
+- [andrewbabu/loggly-mcp](https://github.com/andrewbabu/loggly-mcp) [](https://glama.ai/mcp/servers/andrewbabu/loggly-mcp) 📇 ☁️ 🏠 🍎 🪟 🐧 - Read-only Loggly search and analytics with aggregation-first traffic tools and IP intelligence (RDAP, GreyNoise, AbuseIPDB).
- [antonio-mello-ai/mcp-redis-monitor](https://github.com/antonio-mello-ai/mcp-redis-monitor) [](https://glama.ai/mcp/servers/antonio-mello-ai/mcp-redis-monitor) 🐍 🏠 - Read-only Redis monitoring: queue depths, Celery queue status, connected clients, server and memory stats, and key counts per database.
- [argosvix/mcp-server](https://github.com/argosvix/mcp-server) [](https://glama.ai/mcp/servers/argosvix/mcp-server) 📇 ☁️ 🍎 🪟 🐧 - Observability for AI agents: LLM cost, errors and latency across OpenAI, Anthropic, Gemini and Mistral, plus alerts, budget gates, evals and safety checks.
- [arnavranjan005/mcp-telemetry](https://github.com/arnavranjan005/mcp-telemetry) [](https://glama.ai/mcp/servers/arnavranjan005/mcp-telemetry) 📇 🏠 🍎 🪟 🐧 - Live telemetry for MCP servers: instrument tool calls and stream their progress (steps, logs, cost) to any connected MCP client, even across sessions.
@@ -3185,10 +3335,13 @@ Access and analyze application monitoring data. Enables AI models to review erro
- [bmdhodl/agent47](https://github.com/bmdhodl/agent47) [](https://glama.ai/mcp/servers/bmdhodl/agent47) 📇 ☁️ - Runtime guardrails and incident read access for coding agents: query AgentGuard traces, alerts, usage, costs and budget health.
- [clamp-sh/mcp](https://github.com/clamp-sh/mcp) [](https://glama.ai/mcp/servers/clamp-sh/mcp) 📇 ☁️ 🍎 🪟 🐧 - Web analytics: query pageviews, top pages, referrers, countries, devices and custom events, and create conversion funnels and alerts.
- [cloudsealed/cloudsealed-mcp](https://github.com/cloudsealed/cloudsealed-mcp) [](https://glama.ai/mcp/servers/cloudsealed/cloudsealed-mcp) 🐍 🏠 - Rule-based cloud cost anomaly detection and architecture risk scoring (single points of failure, coupling, scalability gaps) with rule-by-rule breakdowns.
+- [domondi1/inferrail](https://github.com/domondi1/inferrail) [](https://glama.ai/mcp/servers/domondi1/inferrail) 🐍 🏠 🍎 🪟 🐧 - Local, payload-free AI cost visibility for agents. Track spend by model, route, customer, or tagged work without storing prompt or response bodies.
- [dragogargo/mcp-sysmon](https://github.com/dragogargo/mcp-sysmon) [](https://glama.ai/mcp/servers/dragogargo/mcp-sysmon) 🐍 🏠 🍎 🐧 - Local system monitoring (CPU, memory, swap, disk, network) and process management: find resource-hungry processes, diagnose slowdowns and kill processes.
- [edgedelta/edgedelta-mcp-server](https://github.com/edgedelta/edgedelta-mcp-server) 🎖️ 🏎️ ☁️ - Interact with Edge Delta anomalies, query logs, patterns and events, find root causes and optimize pipelines.
+- [Edge-Echo/mcp-netassist](https://github.com/Edge-Echo/mcp-netassist) [](https://glama.ai/mcp/servers/Edge-Echo/mcp-netassist) 📇 🏠 🪟 - Network and proxy diagnostics: GitHub reachability, system proxy status, local proxy port probing, DNS/TCP/HTTP checks, hosts conflict scan, and a doctor that suggests what to change.
- [ejcho623/agent-breadcrumbs](https://github.com/ejcho623/agent-breadcrumbs) 📇 ☁️ 🏠 - Unified work logging and observability across AI agents, with config-first schemas and pluggable sinks.
- [enmanuelmag/heimdall-mcp](https://github.com/enmanuelmag/heimdall-mcp) [](https://glama.ai/mcp/servers/enmanuelmag/heimdall-mcp) 📇 ☁️ 🏠 🍎 🪟 🐧 - Transparent MCP proxy that intercepts JSON-RPC messages, measures latency, stores traces in SQLite, PostgreSQL or MySQL, and exports OpenTelemetry spans.
+- [equinoxaifinance-rgb/fluxproof-agent-card](https://github.com/equinoxaifinance-rgb/fluxproof-agent-card) [](https://glama.ai/mcp/servers/equinoxaifinance-rgb/fluxproof-agent-card) 📇 ☁️ - Monitors public web pages (pricing, policy, changelog) for changes and returns evidence receipts with source URLs, content hashes and change history. Remote MCP server; free plan: 1 source checked daily for 30 days.
- [esp4ce/infra-mcp](https://github.com/esp4ce/infra-mcp) [](https://glama.ai/mcp/servers/esp4ce/infra-mcp) 🐍 🏠 🍎 🪟 🐧 - Read-only access to on-prem Linux VMs and PostgreSQL over SSH: service health, logs, database state and table schemas, with allowlists and an audit log.
- [FailEcho/failecho](https://github.com/FailEcho/failecho) [](https://glama.ai/mcp/servers/FailEcho/failecho) 🐍 ☁️ 🏠 🍎 🪟 🐧 - Cross-agent failure intelligence: before retrying a failed tool call, check whether other agents hit the same failure and which recovery worked.
- [fclairamb/solidping](https://github.com/fclairamb/solidping) [](https://glama.ai/mcp/servers/fclairamb/solidping) 🎖️ 🏎️ 🏠 ☁️ - Uptime monitoring over MCP. List and create checks, read incidents and results, manage maintenance windows and status pages. Self-hosted single Go binary, 40 check types, probes in several regions.
@@ -3252,6 +3405,7 @@ Access and analyze application monitoring data. Enables AI models to review erro
- [vdalhambra/siteaudit-mcp](https://github.com/vdalhambra/siteaudit-mcp) [](https://glama.ai/mcp/servers/vdalhambra/siteaudit-mcp) 🐍 ☁️ 🏠 - Website audits: SEO, security headers and SSL, Lighthouse performance, broken links, WCAG accessibility, Schema.org validation, competitor gaps and robots.txt.
- [ruslanlap/pagespeed-insights-mcp](https://github.com/ruslanlap/pagespeed-insights-mcp) [](https://glama.ai/mcp/servers/ruslanlap/pagespeed-insights-mcp) 📇 🏠 🍎 🪟 🐧 - Google PageSpeed Insights, CrUX and Lighthouse analysis: page comparison, real-user data, batch runs, regression tracking, diagnostics and recommendations.
- [VictoriaMetrics-Community/mcp-victoriametrics](https://github.com/VictoriaMetrics-Community/mcp-victoriametrics) 🎖️ 🏎️ 🏠 - Integration with VictoriaMetrics instance APIs and documentation for monitoring, observability and debugging tasks.
+- [VisualSentinel/mcp-server](https://github.com/VisualSentinel/mcp-server) [](https://glama.ai/mcp/servers/VisualSentinel/mcp-server) 📇 ☁️ 🍎 🪟 🐧 - Website monitoring that catches pages that look broken even when the site is up (uptime, performance, SSL, DNS, visual regression, content change). 17 tools: DNS lookup, SSL inspection, speed test, website check and service health work without an account; monitor, incident, alert, status-page and server tools need a Visual Sentinel API key (Business and Agency plans). Published as `@visualsentinel/mcp-server` on npm.
- [yshngg/pmcp](https://github.com/yshngg/pmcp) 🏎️ ☁️ 🏠 🍎 🪟 🐧 - Prometheus integration.
- [zhaoyue722/llm-usage-mcp](https://github.com/zhaoyue722/llm-usage-mcp) [](https://glama.ai/mcp/servers/zhaoyue722/llm-usage-mcp) 🐍 🏠 🍎 🪟 🐧 - Local LLM API cost tracking for Anthropic, OpenAI, Qwen and DeepSeek: SQLite usage ledger, spend queries, provider comparison and CNY to USD conversion.
- [zw008/VMware-Aria](https://github.com/zw008/VMware-Aria) [](https://glama.ai/mcp/servers/zw008/vmware-aria) 🐍 ☁️ - VMware Aria Operations monitoring for vSphere: performance metrics, alarms, capacity analysis and anomaly detection, with audit logging for write actions.
@@ -3271,6 +3425,7 @@ Provides the ability to handle multimedia, such as audio and video editing, play
- [AIDC-AI/Pixelle-MCP](https://github.com/AIDC-AI/Pixelle-MCP) 🐍 📇 🏠 - Omnimodal AIGC framework that turns ComfyUI workflows into MCP tools without code, for text, image, sound and video generation, with a Chainlit web interface.
- [ananddtyagi/gif-creator-mcp](https://github.com/ananddtyagi/gif-creator-mcp/tree/main) 📇 🏠 - Create GIFs from videos.
- [antoniomachuca/MCP-Manim-Slides](https://github.com/antoniomachuca/MCP-Manim-Slides) [](https://glama.ai/mcp/servers/antoniomachuca/MCP-Manim-Slides) 🐍 🏠 🍎 🪟 🐧 - Generate and render Manim-Slides presentations: run Manim code headlessly, compile to Reveal.js HTML, PDF or PPTX, and preview slides as images, videos or GIFs.
+- [avi-aggarwal14/dare-mcp-server](https://github.com/avi-aggarwal14/dare-mcp-server) [](https://glama.ai/mcp/servers/avi-aggarwal14/dare-mcp-server) 📇 ☁️ 🍎 🪟 🐧 - Generate video and images on Dare (Seedance 2.5 and 2.0, Veo 3.1, Kling 3.0 Pro, Hailuo 2.3, Nano Banana 2, GPT Image 2, Seedream 5 Pro) from Claude, billed to your own Dare credits, with local cost estimates and dry runs.
- [BeatAPI/BeatDesign](https://github.com/BeatAPI/BeatDesign) [](https://glama.ai/mcp/servers/BeatAPI/BeatDesign) 📇 🏠 🍎 🪟 - Local-first AI media workbench with a canvas, short-form timeline editor and shared assets, controllable by agents.
- [bogdan01m/zapcap-mcp-server](https://github.com/bogdan01m/zapcap-mcp-server) 🐍 ☁️ - Video caption and B-roll generation via the ZapCap API.
- [botmonster/image2svg-mcp](https://github.com/botmonster/image2svg-mcp) [](https://glama.ai/mcp/servers/botmonster/image2svg-mcp) 🐍 🏠 🍎 🪟 🐧 - Convert raster images (PNG, JPG, WebP, TIFF) to SVG from base64 or URL input, locally or via Docker.
@@ -3291,6 +3446,7 @@ Provides the ability to handle multimedia, such as audio and video editing, play
- [quietnotion/barevalue-mcp](https://github.com/quietnotion/barevalue-mcp) 📇 ☁️ 🍎 🪟 🐧 - Podcast editing service: submit raw audio or a URL and get edited episodes with filler words and noise removed, transcripts, show notes and social clips.
- [elestirelbilinc-sketch/vap-showcase](https://github.com/elestirelbilinc-sketch/vap-showcase) 🐍 ☁️ 🍎 🪟 🐧 - AI media generation (Flux, Veo, Suno) with cost controls: upfront price quotes, budget enforcement and reserve-burn-refund billing.
- [ffroliva/gflow-cli](https://github.com/ffroliva/gflow-cli) [](https://glama.ai/mcp/servers/ffroliva/gflow-cli) 🐍 🏠 🍎 🪟 🐧 - Drive Google Flow with your Google account: Veo text-to-video, image-to-video and clip extension, Imagen text-to-image, reusable characters and scenes.
+- [frelo/fvc-mcp](https://github.com/frelo/fvc-mcp) [](https://glama.ai/mcp/servers/frelo/fvc-mcp) 🎖️ #️⃣ 🏠 🪟 - Search, view and tag a local video library cataloged by Fast Video Cataloger: transcripts, scene thumbnails, visual search, keywords and bins.
- [richer-richard/cochlea](https://github.com/richer-richard/cochlea) [](https://glama.ai/mcp/servers/richer-richard/cochlea) 🦀 🏠 🍎 🪟 🐧 - Offline, deterministic audio engine: compose scores as data, render WAV or FLAC, report loudness, pitch, tempo and key, generate spectrograms and diff renders.
- [realcrabcut/crabcut-mcp-server](https://github.com/realcrabcut/crabcut-mcp-server) [](https://glama.ai/mcp/servers/realcrabcut/crabcut-mcp-server) 📇 ☁️ - Turn YouTube videos into short-form clips via the Crabcut API: highlight detection, subtitles, 9:16 reframing and direct download URLs.
- [ronak-create/FableCut](https://github.com/ronak-create/FableCut) [](https://glama.ai/mcp/servers/ronak-create/FableCut) 📇 🏠 🍎 🪟 🐧 - Browser video editor driven through a JSON timeline: clips, keyframes, transitions, text animations, filters, reference-video analysis and ffmpeg export.
@@ -3346,6 +3502,7 @@ Servers for controlling the desktop operating system: screenshots, window manage
- [Harusame64/desktop-touch-mcp](https://github.com/Harusame64/desktop-touch-mcp) [](https://glama.ai/mcp/servers/Harusame64/desktop-touch-mcp) 📇 🦀 🏠 🪟 - Windows desktop automation with entity-based actions instead of coordinate clicks, using UIA, CDP, screenshots, keyboard, mouse, clipboard and terminal control.
- [glasswarp/mcp-server](https://github.com/glasswarp/mcp-server) [](https://glama.ai/mcp/servers/glasswarp/mcp-server) 📇 ☁️ 🪟 - See and control your own Windows PC locally or remotely: UIA and screenshot observation, clicking, typing, dragging, scrolling, launching apps and Live View.
- [JonathanRReed/Apple-MCPs](https://github.com/JonathanRReed/Apple-MCPs) [](https://glama.ai/mcp/servers/JonathanRReed/Apple-MCPs) 🐍 🏠 🍎 - Local macOS servers for Mail, Calendar, Reminders, Messages, Contacts, Notes, Shortcuts, Files, Maps and system tools, unified or standalone.
+- [Mohabdo21/linux-mcp](https://github.com/Mohabdo21/linux-mcp) [](https://glama.ai/mcp/servers/Mohabdo21/linux-mcp) 🏎️ 🏠 🐧 - A Linux system monitoring MCP server providing real-time CPU, memory, disk, network, processes, Docker, systemd, security audit, and hardware info via STDIO transport. Install: download from [GitHub Releases](https://github.com/Mohabdo21/linux-mcp/releases) or `go install github.com/Mohabdo21/linux-mcp@latest`.
- [juergenkoller-software/nemeton-mcp](https://github.com/juergenkoller-software/nemeton-mcp) [](https://glama.ai/mcp/servers/juergenkoller-software/nemeton-mcp) 🏠 🍎 - Control Nemeton, a macOS virtual machine manager built on Apple's Virtualization framework: Linux and macOS VMs, APFS snapshots, console, files and networking.
- [tinqiao-oss/clawtouch-mcp](https://github.com/tinqiao-oss/clawtouch-mcp) [](https://glama.ai/mcp/servers/tinqiao-oss/clawtouch-mcp) 🐍 🏠 🍎 🪟 🐧 - Physical USB HID keyboard and mouse control via a Raspberry Pi Pico 2: move, click, drag, type, key combos and scroll, with a mock mode for testing.
- [juergenkoller-software/freezetext-mcp](https://github.com/juergenkoller-software/freezetext-mcp) [](https://glama.ai/mcp/servers/juergenkoller-software/freezetext-mcp) 🏠 🍎 - Screen OCR on macOS via FreezeText: freeze the screen and extract text with Apple Vision, OCR regions or images, and search capture history.
@@ -3416,12 +3573,14 @@ MCP servers for real estate CRM, property management, and agent workflows.
Tools for conducting research, surveys, interviews, and data collection.
+- [bartosz-kuc/honest-stat-gov-mcp](https://github.com/bartosz-kuc/honest-stat-gov-mcp) [](https://glama.ai/mcp/servers/bartosz-kuc/honest-stat-gov-mcp) 🐍 ☁️ 🍎 🪟 🐧 - Polish Central Statistical Office (GUS) Local Data Bank (BDL): browse subjects, search variables and territorial units (voivodeship, powiat, gmina), get unit details, and fetch a variable's time series over a year range. No API key; queries bdl.stat.gov.pl directly with no third-party middleman.
- [HasData/google-trends-mcp](https://github.com/HasData/google-trends-mcp) [](https://glama.ai/mcp/servers/HasData/google-trends-mcp) 📇 ☁️ - Google Trends data as JSON: interest over time and by region, plus rising and top related queries and topics for any keyword.
- [HasData/google-scholar-mcp](https://github.com/HasData/google-scholar-mcp) [](https://glama.ai/mcp/servers/HasData/google-scholar-mcp) 📇 ☁️ - Google Scholar search as JSON with author and year filters, cited-by and all-versions lookups, and formatted citations with BibTeX export.
- [Agnuxo1/benchclaw-integrations](https://github.com/Agnuxo1/benchclaw-integrations/tree/main/mcp-server) [](https://glama.ai/mcp/servers/Agnuxo1/benchclaw-integrations) 📇 ☁️ - Register LLMs and agents and submit Markdown research papers to the BenchClaw leaderboard, where a panel of judges scores them with deception detectors.
- [amos689/paper-preflight](https://github.com/amos689/paper-preflight) [](https://glama.ai/mcp/servers/amos689/paper-preflight) 🐍 🏠 ☁️ 🍎 🪟 🐧 - Checks every reference of a LaTeX paper against Crossref, dblp, arXiv, DataCite, PubMed and OpenAlex records: whether each cited work exists, matches its metadata and was not retracted, with no LLM in the verdict.
- [ankitkapur1992-hlido/hlido-mcp](https://github.com/ankitkapur1992-hlido/hlido-mcp) [](https://glama.ai/mcp/servers/ankitkapur1992-hlido/hlido-mcp) 📇 ☁️ - Hlido trust scores, claim audits and comparisons for reviewed AI agents: tier verdicts, per-claim pass/fail audits and signed evidence.
- [archoor/painspotter-mcp](https://github.com/archoor/painspotter-mcp) [](https://glama.ai/mcp/servers/archoor/painspotter-mcp) 🐍 ☁️ - Startup and product opportunities mined from Reddit, Hacker News, Product Hunt and Stack Exchange: pain points, trending themes and commercial scores.
+- [baseledgerip/realrun-mcp](https://github.com/baseledgerip/realrun-mcp) [](https://glama.ai/mcp/servers/baseledgerip/realrun-mcp) 📇 ☁️ - Read-only lookups of independent RealRun test results for AI models on everyday tasks (inbox triage, meeting scheduling, receipts): scores, model recommendations and safety warnings.
- [Battam1111/omniseek](https://github.com/Battam1111/omniseek) [](https://glama.ai/mcp/servers/Battam1111/omniseek) 🐍 🏠 🍎 🪟 🐧 - Self-hosted perception server: local bilingual ASR, vision, cross-lingual search, credentialed login-walled sources and a persistent relation graph.
- [BrowseAI-HQ/BrowserAI-Dev](https://github.com/BrowseAI-HQ/BrowserAI-Dev) [](https://glama.ai/mcp/servers/BrowseAI-HQ/browse-ai) 📇 ☁️ - Evidence-backed web research: real-time search with cited claims, confidence scores and a mode comparing raw LLM answers with evidence-backed ones.
- [cluefinch/mcp-server](https://github.com/cluefinch/mcp-server) [](https://glama.ai/mcp/servers/cluefinch/mcp-server) 🐍 🏠 🍎 🪟 🐧 - Cluefinch MCP provides Deep Research infrastructure for AI agents: web search, incremental page reading, source-link navigation, and multi-source evidence collection while the agent remains in control of planning and reasoning.
@@ -3460,6 +3619,7 @@ Tools for conducting research, surveys, interviews, and data collection.
- [smeet666/mcp-libraryofcongress](https://github.com/smeet666/mcp-libraryofcongress) [](https://glama.ai/mcp/servers/smeet666/mcp-libraryofcongress) 📇 ☁️ 🍎 🪟 🐧 - Full-text search of the Library of Congress's digitised American newspapers, plus catalogue search by media type and curated collections.
- [smeet666/mcp-databnf](https://github.com/smeet666/mcp-databnf) [](https://glama.ai/mcp/servers/smeet666/mcp-databnf) 📇 ☁️ 🍎 🪟 🐧 - Search the open catalogue of the Bibliothèque nationale de France for authors, their works and the editions held.
- [smeet666/mcp-archiveorg](https://github.com/smeet666/mcp-archiveorg) [](https://glama.ai/mcp/servers/smeet666/mcp-archiveorg) 📇 ☁️ 🍎 🪟 🐧 - Full-text search inside the Internet Archive's scanned books, periodicals and documents, catalogue search, and Wayback Machine captures of a URL by date.
+- [SokolskyNikita/annas-mcp](https://github.com/SokolskyNikita/annas-mcp) [](https://glama.ai/mcp/servers/SokolskyNikita/annas-mcp) 🏎️ 🏠 🍎 🪟 🐧 - Search Anna's Archive for books and journal articles by title, author, topic or DOI, and download the chosen file.
- [thinkchainai/agentinterviews_mcp](https://github.com/thinkchainai/agentinterviews_mcp) - Run AI-led qualitative research interviews and surveys with Agent Interviews: create interviewers, manage projects, recruit participants and analyze results.
- [vassiliylakhonin/agenda-intelligence-md](https://github.com/vassiliylakhonin/agenda-intelligence-md) [](https://glama.ai/mcp/servers/vassiliylakhonin/agenda-intelligence-md) 🐍 🏠 - Auditable strategic-risk memos (sanctions, regulation, geopolitics, trade) with Central Asia and Gulf regional specialists and per-claim evidence; no live data.
- [wedo911/citeguard](https://github.com/wedo911/citeguard) [](https://glama.ai/mcp/servers/wedo911/citeguard) 🐍 📇 🏠 - Check citations against Crossref for retractions, corrections or expressions of concern before they go into a paper, summary or review.
@@ -3482,10 +3642,14 @@ Tools for conducting research, surveys, interviews, and data collection.
- [vectara/vectara-mcp](https://github.com/vectara/vectara-mcp) 🐍 🏠 ☁️ - Access Vectara's RAG-as-a-service platform.
- [zaharajabeen13-create/ai-rete-rag-mcp](https://github.com/zaharajabeen13-create/ai-rete-rag-mcp) [](https://glama.ai/mcp/servers/zaharajabeen13-create/ai-rete-rag-mcp) 🐍 ☁️ - Rule-based decisions: a Rete engine returns verdicts explained via retrieval over your policy documents, with rules drafted from policy text and saved as YAML.
### 🔎 Search & Data Extraction
+- [darksider4all/leadgen-mcp](https://github.com/darksider4all/leadgen-mcp) [](https://glama.ai/mcp/servers/darksider4all/leadgen-mcp) 🐍 ☁️ - Romanian company data: 4.2M ONRC firms, ANAF status and financial statements 2008–2025; lead lists by CAEN and county, list matching and due-diligence checks.
+- [A1-x-Tech/mcp-google-custom-search](https://github.com/A1-x-Tech/mcp-google-custom-search) [](https://glama.ai/mcp/servers/A1-x-Tech/mcp-google-custom-search) 📇 ☁️ - Google Custom Search JSON API: web and image search through a Programmable Search Engine.
- [Grubbomatic/crawl-readiness-mcp](https://github.com/Grubbomatic/crawl-readiness-mcp) [](https://glama.ai/mcp/servers/Grubbomatic/crawl-readiness-mcp) 📇 ☁️ 🏠 - AI SEO audits: score AI crawler readiness, validate JSON-LD and robots.txt, compare human and crawler views, and generate llms.txt, robots.txt and JSON-LD.
- [HasData/bing-mcp](https://github.com/HasData/bing-mcp) [](https://glama.ai/mcp/servers/HasData/bing-mcp) 📇 ☁️ - Bing search results as JSON: organic results, ads and the Copilot answer, targeted by market, country, language and device.
+- [HasData/google-images-mcp](https://github.com/HasData/google-images-mcp) [](https://glama.ai/mcp/servers/HasData/google-images-mcp) 📇 ☁️ - Remote MCP server for Google Images: image results with source pages, thumbnails and full-resolution URLs, filtered by size, colour and type, as JSON.
- [usestring/string-ai-mcp](https://github.com/usestring/string-ai-mcp) [](https://glama.ai/mcp/servers/usestring/string-ai-mcp) 🎖️ 📇 ☁️ - Search the web, fetch URLs and map sites as clean Markdown, getting past anti-bot blocks.
- [HasData/web-scraping-mcp](https://github.com/HasData/web-scraping-mcp) [](https://glama.ai/mcp/servers/HasData/web-scraping-mcp) 📇 ☁️ - Web scraping: fetch public pages with optional JavaScript rendering, wait conditions and CSS or AI extraction rules, as Markdown, text, HTML or JSON.
+- [HasData/chatgpt-mcp](https://github.com/HasData/chatgpt-mcp) [](https://glama.ai/mcp/servers/HasData/chatgpt-mcp) 📇 ☁️ - Send a prompt to ChatGPT anonymously and read the answer as markdown together with every web source it consulted, as JSON. No OpenAI account or key.
- [AgentiLoop/pagewire-mcp](https://github.com/AgentiLoop/pagewire-mcp) [](https://glama.ai/mcp/servers/AgentiLoop/pagewire-mcp) 📇 ☁️ 🍎 🪟 🐧 - Read any public web page as clean Markdown, page metadata, or a page plus 4 same-site pages; pay per call in USDC via x402, no API key.
- [ToolTrace-io/mcp-server](https://github.com/ToolTrace-io/mcp-server) [](https://glama.ai/mcp/servers/ToolTrace-io/mcp-server) 🎖️ 📇 ☁️ - Web page data: scrape to Markdown, extract metadata, links and JSON-LD, audit on-page SEO, detect tech stacks and validate XML sitemaps.
- [JerryLiu369/agent-web-search](https://github.com/JerryLiu369/agent-web-search) [](https://glama.ai/mcp/servers/JerryLiu369/agent-web-search) 🐍 ☁️ 🏠 - Provider-neutral web search aggregating model grounding (Gemini, Grok, DeepSeek and others) and search APIs such as Exa, Brave, Perplexity and Tavily.
@@ -3543,10 +3707,12 @@ Tools for conducting research, surveys, interviews, and data collection.
- [ConechoAI/openai-websearch-mcp](https://github.com/ConechoAI/openai-websearch-mcp/) 🐍 🏠 ☁️ - Expose OpenAI's built-in web search tool.
- [eliottreich/crawdar-mcp](https://github.com/eliottreich/crawdar-mcp) [](https://glama.ai/mcp/servers/eliottreich/crawdar-mcp) 🎖️ 📇 ☁️ - Evidence-backed business discovery and lead-list research: search by brief or criteria, inspect qualification evidence and exclusions, and export results.
- [Crawleo/Crawleo-MCP](https://github.com/Crawleo/Crawleo-MCP) ☁️ 🐍 - Real-time web search and crawling via the Crawleo Search and Crawl API.
+- [HasData/indeed-mcp](https://github.com/HasData/indeed-mcp) [](https://glama.ai/mcp/servers/HasData/indeed-mcp) 📇 ☁️ - Remote MCP server for Indeed: job listings by keyword and location with salary, company and posting date, plus full job postings, as JSON.
- [Crawlora-org/crawlora-mcp](https://github.com/Crawlora-org/crawlora-mcp) [](https://glama.ai/mcp/servers/Crawlora-org/crawlora-mcp) ☁️ - Structured public web data as clean JSON across search, maps, commerce, social and finance.
- [czottmann/kagi-ken-mcp](https://github.com/czottmann/kagi-ken-mcp) 📇 ☁️ - Kagi search and summarization without API access, authenticated with a Kagi session token.
- [DappierAI/dappier-mcp](https://github.com/DappierAI/dappier-mcp) 🐍 ☁️ - Real-time web search and premium data from media brands via Dappier: news, financial markets, sports, entertainment, weather and more.
- [dariomory/trendflow-js](https://github.com/dariomory/trendflow-js) [](https://glama.ai/mcp/servers/dariomory/trendflow-js) 📇 🏠 ☁️ - Google Trends data: interest over time, interest by region, trending now, related queries and topic search.
+- [DasDigitaleMomentum/searxNcrawl](https://github.com/DasDigitaleMomentum/searxNcrawl) [](https://glama.ai/mcp/servers/DasDigitaleMomentum/searxNcrawl) 🐍 🏠 🍎 🪟 🐧 - Web search via your own SearXNG instance and/or You.com, plus page and site crawling to deduplicated Markdown with Crawl4AI and Playwright, including pages behind a login.
- [deadletterq/mcp-opennutrition](https://github.com/deadletterq/mcp-opennutrition) 📇 🏠 - Local search of foods, nutrition facts and barcodes in the OpenNutrition database.
- [dealx/mcp-server](https://github.com/DealExpress/mcp-server) ☁️ - Integration with the DealX platform.
- [deficlow/HyperStore-MCP](https://github.com/deficlow/HyperStore-MCP) [](https://glama.ai/mcp/servers/deficlow/HyperStore-MCP) 🐍 ☁️ 🏠 - Keyword and semantic search over curated AI applications in the HyperStore directory, with full app details and browsing.
@@ -3618,13 +3784,16 @@ Tools for conducting research, surveys, interviews, and data collection.
- [Linked-API/linkedapi-mcp](https://github.com/Linked-API/linkedapi-mcp) 🎖️ 📇 ☁️ - Control LinkedIn accounts and retrieve real-time LinkedIn data.
- [linxule/mineru-mcp](https://github.com/linxule/mineru-mcp) 📇 ☁️ - Parse PDFs, images, DOCX and PPTX via the MinerU document parsing API, with multilingual OCR, batch processing, page ranges and local file upload.
- [litescrape/litescrape-mcp-server](https://github.com/litescrape/litescrape-mcp-server) [](https://glama.ai/mcp/servers/litescrape/litescrape-mcp-server) 🎖️ 📇 ☁️ 🏠 - Google Search, Bing, DuckDuckGo, Google Maps, Google AI Mode, AI Overview and Shopping results as JSON.
+- [litportnet/free-proxy-mcp](https://github.com/litportnet/free-proxy-mcp) [](https://glama.ai/mcp/servers/litportnet/free-proxy-mcp) 🎖️ 📇 ☁️ - Verified free HTTP, SOCKS4 and SOCKS5 proxy lists from Litport, filtered by country, anonymity, latency and uptime. Returns records only; no API key needed.
- [luminati-io/brightdata-mcp](https://github.com/luminati-io/brightdata-mcp) 📇 ☁️ - Discover, extract and interact with the web via Bright Data, one interface for automated access to the public internet.
- [lulzasaur9192/marketplace-search-mcp](https://github.com/lulzasaur9192/marketplace-search-mcp) [](https://glama.ai/mcp/servers/lulzasaur9192/marketplace-search-mcp) 📇 ☁️ - Search TCGPlayer, Reverb and Thumbtack, verify US contractor and nurse licenses, and look up PSA card grading population data.
- [mambalabsdev/mcp-ai-tooling-detector](https://github.com/mambalabsdev/mcp-ai-tooling-detector) [](https://glama.ai/mcp/servers/mambalabsdev/mcp-ai-tooling-detector) 📇 ☁️ - Detect whether a company only claims AI, deploys AI tooling on its site or charges for AI, returning an AI maturity tier with supporting evidence.
- [mambalabsdev/mcp-company-change-event-feed](https://github.com/mambalabsdev/mcp-company-change-event-feed) [](https://glama.ai/mcp/servers/mambalabsdev/mcp-company-change-event-feed) 📇 ☁️ - Monitor company changes across hiring, tech stack, funding, firmographics, and social since the last run. Returns only deltas as typed change events.
- [mambalabsdev/mcp-company-contact-details-extractor](https://github.com/mambalabsdev/mcp-company-contact-details-extractor) [](https://glama.ai/mcp/servers/mambalabsdev/mcp-company-contact-details-extractor) 📇 ☁️ - Find a company's contact page and extract role emails, a phone number and a postal address.
+- [mambalabsdev/mcp-company-discovery-list-builder](https://github.com/mambalabsdev/mcp-company-discovery-list-builder) [](https://glama.ai/mcp/servers/mambalabsdev/mcp-company-discovery-list-builder) 📇 ☁️ - Builds a company list from a market definition: companies hiring for a role, or US SEC filers whose filings mention a phrase.
- [mambalabsdev/mcp-company-firmographic-enricher](https://github.com/mambalabsdev/mcp-company-firmographic-enricher) [](https://glama.ai/mcp/servers/mambalabsdev/mcp-company-firmographic-enricher) 📇 ☁️ - Enrich a company domain with firmographics: employee band, industry, HQ, founding year, revenue estimate, logo and description, with source provenance.
- [mambalabsdev/mcp-company-social-presence-mapper](https://github.com/mambalabsdev/mcp-company-social-presence-mapper) [](https://glama.ai/mcp/servers/mambalabsdev/mcp-company-social-presence-mapper) 📇 ☁️ - Map a company domain to its LinkedIn, X, Instagram, Facebook and YouTube profiles and follower counts as flat Clay-ready JSON via an Apify actor.
+- [mambalabsdev/mcp-creator-finder](https://github.com/mambalabsdev/mcp-creator-finder) [](https://glama.ai/mcp/servers/mambalabsdev/mcp-creator-finder) 📇 ☁️ - Finds influencers by keyword or curated niche across TikTok, Instagram, YouTube, Pinterest, Twitch, Threads, and podcasts, filtered by follower range.
- [mambalabsdev/mcp-domain-to-linkedin-url-resolver](https://github.com/mambalabsdev/mcp-domain-to-linkedin-url-resolver) [](https://glama.ai/mcp/servers/mambalabsdev/mcp-domain-to-linkedin-url-resolver) 📇 ☁️ - Resolve a company domain or name to its LinkedIn company URL, with confidence scoring and firmographic metadata.
- [mambalabsdev/mcp-event-presence-index](https://github.com/mambalabsdev/mcp-event-presence-index) [](https://glama.ai/mcp/servers/mambalabsdev/mcp-event-presence-index) 📇 ☁️ - List the third-party conferences and trade shows a company publicly says it attends, with the year of each.
- [mambalabsdev/mcp-funding-press-signal-scanner](https://github.com/mambalabsdev/mcp-funding-press-signal-scanner) [](https://glama.ai/mcp/servers/mambalabsdev/mcp-funding-press-signal-scanner) 📇 ☁️ - Scan Google News and PR wires for a company's funding rounds, executive moves, launches and acquisitions as deduplicated, dated events in Clay-ready JSON.
@@ -3694,6 +3863,7 @@ Tools for conducting research, surveys, interviews, and data collection.
- [ssatama/rescuedogs-mcp-server](https://github.com/ssatama/rescuedogs-mcp-server) 📇 ☁️ - Search rescue dogs from European and UK organizations, with detailed profiles and personality matching.
- [takashiishida/arxiv-latex-mcp](https://github.com/takashiishida/arxiv-latex-mcp) 🐍 ☁️ - Get the LaTeX source of arXiv papers to handle mathematical content and equations.
- [talonicdev/talonic-mcp](https://github.com/talonicdev/talonic-mcp) [](https://glama.ai/mcp/servers/talonicdev/talonic-mcp) 📇 ☁️ - Schema-validated extraction of structured fields from PDFs, scans, images and forms, with searchable memory of past extractions.
+- [TechMap/mcp.techmap.io](https://github.com/TechMap/mcp.techmap.io) [](https://glama.ai/mcp/servers/TechMap/mcp.techmap.io) 🎖️ 📇 ☁️ - Search and count job postings from 185 sources in 250 countries (~8M new per month) via Techmap's Jobs API; filters for title, skills, company, city, remote/hybrid, salary and posting date.
- [telly6/searchpin](https://github.com/telly6/searchpin) [](https://glama.ai/mcp/servers/telly6/searchpin) 🐍 🏠 - Multi-engine parallel web search with re-ranking that works within China's network without a proxy or VPN.
- [the0807/GeekNews-MCP-Server](https://github.com/the0807/GeekNews-MCP-Server) 🐍 ☁️ - Retrieve and process news from GeekNews.
- [theagenttimes/tat-mcp-server](https://github.com/theagenttimes/tat-mcp-server) 🐍 ☁️ - Query articles, statistics, the wire feed, comments, citations and agent leaderboards from The Agent Times, a newspaper covering the agent economy.
@@ -3724,6 +3894,7 @@ Tools for conducting research, surveys, interviews, and data collection.
- [juergenkoller-software/pdf-content-search-mcp](https://github.com/juergenkoller-software/pdf-content-search-mcp) [](https://glama.ai/mcp/servers/juergenkoller-software/pdf-content-search-mcp) 🏠 🍎 - Full-text PDF search with Apple Vision OCR via the PDF Content Search app, with date, category, sender and amount filters, wildcards and boolean operators.
- [rejifald/StitchAPI](https://github.com/rejifald/StitchAPI) [](https://glama.ai/mcp/servers/rejifald/StitchAPI) 📇 ☁️ - Semantic search over the StitchAPI documentation, returning relevant sections with deep links and full pages.
- [MarcellM01/TinySearch](https://github.com/MarcellM01/TinySearch) [](https://glama.ai/mcp/servers/MarcellM01/TinySearch) 🐍 🏠 - Self-hosted web research: SearXNG search with DuckDuckGo fallback, crawling, dense and BM25 reranking and deduplication into a cited, source-grounded prompt.
+- [retracn/automationnation-mcp](https://github.com/retracn/automationnation-mcp) [](https://glama.ai/mcp/servers/retracn/automationnation-mcp) 📇 ☁️ 🍎 🪟 🐧 - 17 data tools backed by Apify Actors: Google Flights and Hotels prices, Google Shopping, News, Images, Videos, Jobs and Trends, YouTube transcripts, Google Maps leads, Ads Transparency, app reviews and AI-search visibility; pay per result with a spending cap on every run.
- [smeet666/mcp-ptitchef](https://github.com/smeet666/mcp-ptitchef) [](https://glama.ai/mcp/servers/smeet666/mcp-ptitchef) 📇 ☁️ 🍎 🪟 🐧 - Search Ptitchef recipes, browse ingredient categories, read ingredients, method, cost and nutrition, find dishes from fridge contents and rescale servings.
- [smeet666/mcp-bbc-goodfood](https://github.com/smeet666/mcp-bbc-goodfood) [](https://glama.ai/mcp/servers/smeet666/mcp-bbc-goodfood) 📇 ☁️ 🍎 🪟 🐧 - Search BBC Good Food recipes, read them in the original or US version, see accepted search facet values and rescale to any number of people.
- [smeet666/mcp-supertoinette](https://github.com/smeet666/mcp-supertoinette) [](https://glama.ai/mcp/servers/smeet666/mcp-supertoinette) 📇 ☁️ 🍎 🪟 🐧 - Read Supertoinette's French recipes: ingredients, steps, difficulty, cost, resting time and wine pairings, and rescale to any number of people.
@@ -3732,8 +3903,10 @@ Tools for conducting research, surveys, interviews, and data collection.
### 🔒 Security
+- [emektor/toolwrit](https://github.com/emektor/toolwrit) [](https://glama.ai/mcp/servers/emektor/toolwrit) 📇 🐍 🏠 🍎 🪟 🐧 - Policy sidecar for any MCP server: deny-by-default tool allowlist with argument rules, call and USD budget caps, and a hash-chained audit log with RFC 3161 timestamp anchors. Also usable as a TypeScript or Python library.
- [tunahanaliozturk/derbent](https://github.com/tunahanaliozturk/derbent) [](https://glama.ai/mcp/servers/tunahanaliozturk/derbent) 🏎️ 🏠 🍎 🪟 🐧 - One local gate for Claude Code, Codex, Copilot CLI and Antigravity: allow, deny and ask rules over MCP and built-in tool calls, approvals from a terminal UI, and hash-chained receipts.
- [fredyee/hallucc-mcp](https://github.com/fredyee/hallucc-mcp) [](https://glama.ai/mcp/servers/fredyee/hallucc-mcp) 📇 ☁️ - Claim-level hallucination detection with sources, agent trajectory verification, risk gating for computer-use actions and prompt-injection defense.
+- [GautamTalksDev/mcp-pin](https://github.com/GautamTalksDev/mcp-pin) [](https://glama.ai/mcp/servers/GautamTalksDev/mcp-pin) 📇 🏠 🍎 🪟 🐧 - Stdio proxy that pins every tool definition (name, description, input schema, annotations) when you approve a server and blocks the session, with a diff, if any of it changes later. Also keeps a public, signed log of tool definition changes across public MCP servers.
- [ucsandman/DashClaw](https://github.com/ucsandman/DashClaw) [](https://glama.ai/mcp/servers/ucsandman/DashClaw) 🎖️ 📇 ☁️ 🏠 🍎 🪟 🐧 - Fail-closed approval layer for unattended agent runs: checks actions against org policy, requests human approval and logs every decision to a causal ledger.
- [26zl/cybersec-toolkit](https://github.com/26zl/cybersec-toolkit) [](https://glama.ai/mcp/servers/26zl/cybersec-toolkit) 🐍 🏠 🐧 - Install a large security toolset and discover and run it through an authorization-gated server for CTF, pentesting, bug bounty and DFIR.
- [AIops-tools/Compliance-AIops](https://github.com/AIops-tools/Compliance-AIops) [](https://glama.ai/mcp/servers/AIops-tools/Compliance-AIops) 🐍 🏠 - Turn other AIops tools' audit trails into tamper-evident, hash-chained evidence bundles mapped to HIPAA, PCI-DSS, SOC 2 and GDPR. Offline and deterministic.
@@ -3742,6 +3915,7 @@ Tools for conducting research, surveys, interviews, and data collection.
- [rudimentall1/agentic-wallet-guardian-v3](https://github.com/rudimentall1/agentic-wallet-guardian-v3) [](https://glama.ai/mcp/servers/rudimentall1/agentic-wallet-guardian-v3) 🐍 🏠 - Self-hosted security layer that evaluates AI agents' proposed blockchain transactions and returns an explainable allow, warn or block decision.
- [M2M-Sentinel/m2m-sentinel-sdk](https://github.com/M2M-Sentinel/m2m-sentinel-sdk) [](https://glama.ai/mcp/servers/M2M-Sentinel/m2m-sentinel-sdk) 📇 ☁️ 🍎 🪟 🐧 - EVM bytecode capability analysis, EIP-1967 proxy resolution, gas recommendations and preflight safety checks for agents on Base.
- [nagameTW/mcp-server-malcolm](https://github.com/nagameTW/mcp-server-malcolm) [](https://glama.ai/mcp/servers/nagameTW/mcp-server-malcolm) 🐍 🏠 🍎 🪟 🐧 - Malcolm threat hunting: search and aggregate network traffic, query Suricata alerts, browse Arkime sessions and resolve NetBox assets. Read-only by default.
+- [noor202401938-netizen/cyber-chef-mcp](https://github.com/noor202401938-netizen/cyber-chef-mcp) [](https://glama.ai/mcp/servers/noor202401938-netizen/cyber-chef-mcp) 📇 🏠 🍎 🪟 🐧 - CyberChef MCP server providing 28 core data transformations, ciphers, hashing, JWT decoding, representation-calibrated Shannon entropy, and multi-layer payload deobfuscation for AI coding and security agents. `npx -y @noorfatima123456/cyber-chef-mcp`
- [chasdaddy/basescope](https://github.com/chasdaddy/basescope) [](https://glama.ai/mcp/servers/chasdaddy/basescope) 📇 ☁️ - Read-only safety checks for Base and EVM: honeypot and rug-pull detection, risky approvals, verified source, balances, ENS and Basenames, gas and prices.
- [elang2/mcp-audit-gateway](https://github.com/elang2/mcp-audit-gateway) [](https://glama.ai/mcp/servers/elang2/mcp-audit-gateway) 📇 🏠 🍎 🪟 🐧 - Transparent MCP proxy that keeps a signed, hash-chained audit trail of agent tool calls, with YAML policy enforcement and OpenTelemetry export.
- [sachio222/54ch10-mcp](https://github.com/sachio222/54ch10-mcp) [](https://glama.ai/mcp/servers/sachio222/54ch10-mcp) 📇 ☁️ - JSON risk briefs for wallet addresses, tokens and URLs: scores, flags and sources from phishing, scam and URL-reputation heuristics, including OpenPhish.
@@ -3829,6 +4003,7 @@ Tools for conducting research, surveys, interviews, and data collection.
- [eliottreich/taskbounty-check](https://github.com/eliottreich/taskbounty-check) [](https://glama.ai/mcp/servers/eliottreich/taskbounty-check) 📇 🏠 🍎 🪟 🐧 - Local, read-only scanner for GitHub Actions and CI maintenance issues in AI-built apps, with finding explanations and fix plans.
- [emiliaprotocol/emilia-protocol](https://github.com/emiliaprotocol/emilia-protocol) [](https://glama.ai/mcp/servers/emiliaprotocol/emilia-protocol) 📇 🏠 - Requires a named human's approval before irreversible agent actions such as payments or deploys, then issues an offline-verifiable Ed25519 trust receipt.
- [Erodenn/fetch-guard](https://github.com/Erodenn/fetch-guard) [](https://glama.ai/mcp/servers/@Erodenn/fetch-guard) 🐍 🏠 🍎 🪟 🐧 - URL fetcher and HTML-to-Markdown converter with layered prompt injection defense: hidden-element sanitization, risk scanning and content boundary wrapping.
+- [Farenhytee/database-sentinel](https://github.com/Farenhytee/database-sentinel) [](https://glama.ai/mcp/servers/Farenhytee/database-sentinel) 🐍 ☁️ - Read-only security audit for Supabase. Four tools surface RLS gaps, permissive policies, exposed functions and grants; an `audit` prompt returns scored findings with fix SQL.
- [firstorderai/authenticator_mcp](https://github.com/firstorderai/authenticator_mcp) 📇 🏠 🍎 🪟 🐧 - Securely interact with the Authenticator App.
- [forest6511/secretctl](https://github.com/forest6511/secretctl) 🏎️ 🏠 🍎 🪟 🐧 - Secrets manager that injects credentials into commands as environment variables so agents never see plaintext secrets, and sanitizes command output.
- [forgemeshlabs/x402-notary-mcp](https://github.com/forgemeshlabs/x402-notary-mcp) [](https://glama.ai/mcp/servers/forgemeshlabs/x402-notary-mcp) 📇 ☁️ - Notarize AI model outputs with signed Ed25519 attestations, SHA-256 content hashes and Merkle anchoring on Base or Solana, paid via x402.
@@ -3855,6 +4030,7 @@ Tools for conducting research, surveys, interviews, and data collection.
- [itsalissonsilva/ModelSafetyMCP](https://github.com/itsalissonsilva/ModelSafetyMCP) [](https://glama.ai/mcp/servers/itsalissonsilva/ModelSafetyMCP) 🐍 🏠 - Scan ML model artifacts, URLs and directories for unsafe serialization, malicious patterns and risky packaging using ModelScan, PickleScan and heuristics.
- [inkog-io/inkog-mcp](https://github.com/inkog-io/inkog-mcp) [](https://glama.ai/mcp/servers/inkog-io/inkog) 📇 ☁️ - Audits agents and MCP servers for prompt injection, infinite loops, token bombing and missing human oversight, with EU AI Act and OWASP mapping.
- [jaimenbell/rails-mcp](https://github.com/jaimenbell/rails-mcp) [](https://glama.ai/mcp/servers/jaimenbell/rails-mcp) 🐍 🏠 - Self-hosted default-deny action registry, append-only spend-intent ledger and human sign-off audit trail for gating irreversible agent actions.
+- [JeanExtreme002/PyMemoryEditor](https://github.com/JeanExtreme002/PyMemoryEditor) [](https://glama.ai/mcp/servers/JeanExtreme002/PyMemoryEditor) 🐍 🏠 🍎 🪟 🐧 - Read, write and scan the memory of running processes, Cheat Engine style: value scans that narrow down as the value changes, pointer chains, and scan results kept server-side behind a handle.
- [joergmichno/clawguard-mcp](https://github.com/joergmichno/clawguard-mcp) [](https://glama.ai/mcp/servers/joergmichno/clawguard-mcp) 🐍 🏠 - Security scanner for AI agents that detects prompt injections using regex patterns.
- [jnMetaCode/shellward](https://github.com/jnMetaCode/shellward) [](https://glama.ai/mcp/servers/jnMetaCode/shellward) 📇 🏠 🍎 🪟 🐧 - Agent security middleware with layered defenses: prompt injection detection, DLP data flow tracking, command blocking and PII detection.
- [JoeyBrar/agentseal-mcp](https://github.com/JoeyBrar/agentseal-mcp) [](https://glama.ai/mcp/servers/JoeyBrar/agentseal-mcp) 📇 🏠 - Action logs for AI agents: records every action in a SHA-256 hash chain as an audit trail.
@@ -3875,12 +4051,15 @@ Tools for conducting research, surveys, interviews, and data collection.
- [nh4ttruong/secobserve-mcp](https://github.com/nh4ttruong/secobserve-mcp) [](https://glama.ai/mcp/servers/nh4ttruong/secobserve-mcp) 🐍 🏠 ☁️ 🍎 🪟 🐧 - SecObserve vulnerability and license management: triage observations, manage products and rules, import scan reports and SBOMs, run scans and generate VEX.
- [rob925/mcp-shield](https://github.com/rob925/mcp-shield) [](https://glama.ai/mcp/servers/rob925/mcp-shield) 🐍 🏠 🍎 🪟 🐧 - Static security scanner for MCP servers and agent tools: detects secrets, shell execution, risky tool descriptions, environment access and prompt injection.
- [nickgeorgeseo/mcp-gatehouse](https://github.com/nickgeorgeseo/mcp-gatehouse) [](https://glama.ai/mcp/servers/nickgeorgeseo/mcp-gatehouse) 🐍 🏠 - Permission tiers, approval gates and secret-redacting audit logging enforced inside MCP servers at the tool boundary, with a demo order-desk server.
+- [nickjlamb/redacta](https://github.com/nickjlamb/redacta) [](https://glama.ai/mcp/servers/nickjlamb/redacta) 📇 🏠 - Privacy boundary for healthcare AI agents: pseudonymises patient identifiers (NHS numbers, names, dates of birth, addresses; UK and US) into labelled tokens locally, keeps the reversal map out of agent context, and restores originals only at the trusted boundary.
- [nickpending/mcp-recon](https://github.com/nickpending/mcp-recon) 🏎️ 🏠 - Conversational recon with httpx and asnmap: domain analysis, security header inspection, certificate analysis and ASN lookups at multiple recon levels.
- [operantlabs/operant-mcp](https://github.com/operantlabs/operant-mcp) [](https://glama.ai/mcp/servers/operantlabs/operant-mcp) 📇 ☁️ 🏠 - Security testing tools for penetration testing, network forensics, memory analysis and vulnerability assessment.
- [OrygnsCode/opa-mcp-server](https://github.com/OrygnsCode/opa-mcp-server) [](https://glama.ai/mcp/servers/OrygnsCode/opa-mcp-server) 📇 🏠 ☁️ 🍎 🪟 🐧 - OPA and Rego policy toolkit wrapping the OPA CLI and Regal: format, lint, evaluate, test and benchmark policies, manage the OPA REST API and explain decisions.
- [Pentagonal-ai/pentagonal](https://github.com/Pentagonal-ai/pentagonal) [](https://glama.ai/mcp/servers/Pentagonal-ai/pentagonal) 📇 ☁️ - Generate, audit, fix and compile smart contracts on Ethereum, Solana, Base and other chains, with adversarial multi-agent pen testing and honeypot detection.
- [P4ST4S/mcp-audit](https://github.com/P4ST4S/mcp-audit) [](https://glama.ai/mcp/servers/P4ST4S/mcp-audit) 🏎️ 🏠 - Transparent proxy that intercepts, signs, rate-limits, redacts and audits MCP tool calls without modifying client or server.
- [panther-labs/mcp-panther](https://github.com/panther-labs/mcp-panther) 🎖️ 🐍 ☁️ 🍎 - Use Panther's SIEM platform in natural language to write detections, query logs and manage alerts.
+- [Paraphern/rugsnare](https://github.com/Paraphern/rugsnare) [](https://glama.ai/mcp/servers/Paraphern/rugsnare) 📇 🏠 - Pin MCP tool contracts by hash and catch silent drift, rug pulls and per-client bait-and-switch after approval, with a CI gate, live stdio/HTTP proxies, canary replay, call policies and on-chain release verification.
+- [petrovicistefan/mcp-security-guard](https://github.com/petrovicistefan/mcp-security-guard) [](https://glama.ai/mcp/servers/petrovicistefan/mcp-security-guard) 📇 🏠 🍎 🪟 🐧 - Audit the MCP servers you use against the OWASP MCP Top 10: tool poisoning, rug pulls, shadowing, secrets and supply-chain risk, with runtime guards, approved-server policy and adversarial testing for server authors.
- [piiiico/proof-of-commitment](https://github.com/piiiico/proof-of-commitment) [](https://glama.ai/mcp/servers/piiiico/proof-of-commitment) 📇 ☁️ 🏠 🍎 🪟 🐧 - Supply chain risk scoring for npm, PyPI, Cargo and Go packages from behavioral signals: publisher depth, release consistency and maintenance patterns.
- [pullkitsan/mobsf-mcp-server](https://github.com/pullkitsan/mobsf-mcp-server) 🦀 🏠 🍎 🪟 🐧 - Static and dynamic analysis of Android and iOS apps with MobSF.
- [ppcvote/misp-mcp-server](https://github.com/ppcvote/misp-mcp-server) [](https://glama.ai/mcp/servers/ppcvote/misp-mcp-server) 📇 🏠 🍎 🪟 🐧 - Read-only MISP threat intelligence (events, attributes, search, tags, feeds, galaxies) with prompt injection scanning of every response.
@@ -3917,12 +4096,14 @@ Tools for conducting research, surveys, interviews, and data collection.
- [snyk/studio-mcp](https://github.com/snyk/studio-mcp) 🎖️ 📇 ☁️ 🍎 🪟 🐧 - Embeds Snyk's security engines into agentic workflows to secure AI-generated code in real time and work through vulnerability backlogs faster.
- [sp3ak/safenode-mcp-gateway](https://github.com/sp3ak/safenode-mcp-gateway) [](https://glama.ai/mcp/servers/sp3ak/safenode-mcp-gateway) 📇 🏠 ☁️ 🍎 🪟 🐧 - Fail-closed policy proxy for MCP tool calls that denies, warns on or holds each call for human approval before forwarding, with client-side redaction.
- [StacklokLabs/osv-mcp](https://github.com/StacklokLabs/osv-mcp) 🏎️ ☁️ - Query the OSV (Open Source Vulnerabilities) database by package version or commit, batch-query multiple packages and get vulnerability details by ID.
+- [stefantsezarov/SaveSaveSaveSave](https://github.com/stefantsezarov/SaveSaveSaveSave) [](https://glama.ai/mcp/servers/stefantsezarov/SaveSaveSaveSave) 📇 🏠 ☁️ - Read-only checks before an agent acts: prompt-injection and phishing scan of untrusted text (local), npm package check for malware, hijacked releases and typosquats, crypto address and token scan, and address-poisoning comparison. Zero dependencies.
- [swnotmetal/Project-Koma](https://github.com/swnotmetal/Project-Koma/tree/main/packages/koma-gate-mcp) [](https://glama.ai/mcp/servers/swnotmetal/Project-Koma) 🎖️ 📇 🏠 🍎 🪟 🐧 - Classify input for prompt injection and out-of-scope content with Koma Gate's LLM-based classifier.
- [Synvoya/codeinspectus](https://github.com/Synvoya/codeinspectus) [](https://glama.ai/mcp/servers/Synvoya/codeinspectus) 📇 🏠 🍎 - Local security scanner for AI-generated JS/TS that combines Opengrep, Gitleaks and Trivy with checks for exposed secrets, Supabase RLS and prompt injection.
- [velvetway/minreestr-mcp](https://github.com/velvetway/minreestr-mcp) [](https://glama.ai/mcp/servers/velvetway/minreestr-mcp) 🐍 ☁️ 🍎 🪟 🐧 - Search the Russian software registry for import-substitution and FSTEC/FSB-certified products, with full-text search and manufacturer listings.
- [vespo92/OPNSenseMCP](https://github.com/vespo92/OPNSenseMCP) 📇 🏠 - Manage and interact with the OPNsense open source firewall in natural language.
- [vikasny30/aletheia-mcp](https://github.com/vikasny30/aletheia-mcp) [](https://glama.ai/mcp/servers/vikasny30/aletheia-mcp) 📇 🏠 🍎 🪟 🐧 - Deterministic pre-execution filter for agent tool calls that blocks scope creep (credential reads, SSRF, destructive shell/SQL) and prompt injection.
- [wei9072/aegis](https://github.com/wei9072/aegis) [](https://glama.ai/mcp/servers/wei9072/aegis) 🦀 🏠 🍎 🪟 🐧 - Admission control for agent file edits: checks syntax, structural-cost regressions and workspace boundaries, returning BLOCK, WARN or PASS verdicts.
+- [whatsinmycloud/aws-audit-scanner](https://github.com/whatsinmycloud/aws-audit-scanner) [](https://glama.ai/mcp/servers/whatsinmycloud/aws-audit-scanner) 📇 🏠 🍎 🐧 - Read-only AWS audit scanner: public S3 buckets, root and user MFA gaps, unused access keys, world-open security groups, CloudTrail gaps, and forgotten EC2/EBS/RDS spend across every region. Only makes Describe/List/Get calls and runs locally with your own credentials.
- [YugantM/hvtracker-mcp](https://github.com/YugantM/hvtracker-mcp) [](https://glama.ai/mcp/servers/YugantM/hvtracker-mcp) 🐍 📇 ☁️ 🍎 🪟 🐧 - Pre-connect supply-chain trust checks for AI agents, frameworks and MCP servers: evidence-based HVTrust scores and verdicts from public signals (package provenance, OSSF Scorecard, signed commits, advisories), plus `scan_stack` to check a whole requirements.txt, package.json or MCP client config at once.
- [zboralski/ida-headless-mcp](https://github.com/zboralski/ida-headless-mcp) 🏎️ 🐍 🏠 🍎 🪟 🐧 - Headless IDA Pro binary analysis with concurrent sessions and Il2CppDumper and Blutter metadata import for Unity and Flutter reverse engineering.
- [zekebuilds-lab/captcha-mcp](https://github.com/zekebuilds-lab/captcha-mcp) [](https://glama.ai/mcp/servers/zekebuilds-lab/captcha-mcp) 📇 🏠 🍎 🪟 🐧 - Middleware that gates MCP tool calls behind a Hashcash proof-of-work challenge or an L402 Lightning payment via self-hosted LNbits.
@@ -3984,6 +4165,7 @@ Tools for conducting research, surveys, interviews, and data collection.
- [aurelio-nakamura/cmdxray](https://github.com/aurelio-nakamura/cmdxray) [](https://glama.ai/mcp/servers/aurelio-nakamura/cmdxray) 📇 🏠 🍎 🪟 🐧 - Offline safety gate for agent shell commands: rates each command as danger, caution or none and explains every flag, pipe, redirect and subshell.
- [Top-Celestial-Company-Ltd/DROS-VajraClaw-Hacker](https://github.com/Top-Celestial-Company-Ltd/DROS-VajraClaw-Hacker) [](https://glama.ai/mcp/servers/Top-Celestial-Company-Ltd/DROS-VajraClaw-Hacker) 🐍 🏠 🐧 🪟 🍎 - Deterministic execution governance gateway and W3C DID security guardrail for AI agent MCP tool calls.
- [Jimil-Joshi/blastradius-mcp](https://github.com/Jimil-Joshi/blastradius-mcp) [](https://glama.ai/mcp/servers/Jimil-Joshi/blastradius-mcp) 📇 🏠 🍎 🪟 🐧 - Zero-trust security proxy, pre-execution blast radius simulation, DLP secret redaction, and cryptographic audit logging for MCP.
+- [verax-ai/verax](https://github.com/verax-ai/verax) [](https://glama.ai/mcp/servers/verax-ai/verax) 📇 🏠 🪟 🐧 - Sits between an agent and its tools: every call passes a policy gate and leaves a signed decision record before it runs, a refusal is recorded like an approval, payments wait for an operator on the same machine, and the ledger stays there and verifies offline. Apache-2.0.
### 🌐 Social Media
@@ -4001,6 +4183,7 @@ Integration with social media platforms to allow posting, analytics, and interac
- [anwerj/youtube-uploader-mcp](https://github.com/anwerj/youtube-uploader-mcp) 🏎️ ☁️ - Upload videos to YouTube directly from an AI assistant.
- [arjun1194/insta-mcp](https://github.com/arjun1194/insta-mcp) 📇 🏠 - Instagram analytics: account overviews, posts, followers and following lists, post insights, and search for users, hashtags or places.
- [arslan2012/qpost-mcp](https://github.com/arslan2012/qpost-mcp) [](https://glama.ai/mcp/servers/arslan2012/qpost-mcp) 🎖️ 📇 ☁️ 🏠 - Video-first publishing: schedule, publish, update, delete and retry video and image posts on YouTube, TikTok and Instagram.
+- [azeemkafridi/bulkpublish-api](https://github.com/azeemkafridi/bulkpublish-api) [](https://glama.ai/mcp/servers/azeemkafridi/bulkpublish-api) 📇 ☁️ - Schedule and publish posts across 15 social networks from one place. Hosted server at `mcp.bulkpublish.com/mcp` with tools for posts, schedules, media uploads, labels, approvals and analytics.
- [BelleKou/mcp-viral-transformer](https://github.com/BelleKou/mcp-viral-transformer) [](https://glama.ai/mcp/servers/BelleKou/mcp-viral-transformer) 🐍 🏠 - Turn URLs into viral posts with a remake command.
- [checkra1neth/xbird](https://github.com/checkra1neth/xbird-skill) 📇 ☁️ 🏠 🍎 🪟 🐧 - Post tweets, search, read timelines, manage engagement and upload media on Twitter/X using browser cookies.
- [conorbronsdon/postlint-mcp](https://github.com/conorbronsdon/postlint-mcp) [](https://glama.ai/mcp/servers/conorbronsdon/postlint-mcp) 📇 🏠 - Check posts against real character limits before publishing on X, Bluesky, LinkedIn, Threads, Mastodon and Discord, including URL and emoji weighting.
@@ -4025,6 +4208,7 @@ Integration with social media platforms to allow posting, analytics, and interac
- [mambalabsdev/mcp-bluesky-brand-presence-mapper](https://github.com/mambalabsdev/mcp-bluesky-brand-presence-mapper) [](https://glama.ai/mcp/servers/mambalabsdev/mcp-bluesky-brand-presence-mapper) 📇 ☁️ - Resolves a company domain to its Bluesky account with exact follower, following and post counts.
- [mambalabsdev/mcp-linkedin-post-engager-capture](https://github.com/mambalabsdev/mcp-linkedin-post-engager-capture) [](https://glama.ai/mcp/servers/mambalabsdev/mcp-linkedin-post-engager-capture) 📇 ☁️ - Get recent posts from LinkedIn profiles and company pages with engagement counts and publicly visible commenters.
- [mambalabsdev/mcp-pinterest-brand-presence-mapper](https://github.com/mambalabsdev/mcp-pinterest-brand-presence-mapper) [](https://glama.ai/mcp/servers/mambalabsdev/mcp-pinterest-brand-presence-mapper) 📇 ☁️ - Resolves a company domain to its Pinterest business account with exact follower, pin and board counts.
+- [mambalabsdev/mcp-tiktok-brand-presence-mapper](https://github.com/mambalabsdev/mcp-tiktok-brand-presence-mapper) [](https://glama.ai/mcp/servers/mambalabsdev/mcp-tiktok-brand-presence-mapper) 📇 ☁️ - Resolves a TikTok handle or a company domain to the brand account with follower, like, and video counts.
- [MarceauSolutions/fitness-influencer-mcp](https://github.com/MarceauSolutions/fitness-influencer-mcp) 🐍 🏠 ☁️ - Workflow automation for fitness content creators: jump-cut video editing, revenue analytics and branded content creation.
- [markaestro/markaestro-agents](https://github.com/markaestro/markaestro-agents) [](https://glama.ai/mcp/servers/markaestro/markaestro-agents) 🎖️ 📇 ☁️ - Schedule, publish and measure posts on Facebook, Instagram, TikTok, LinkedIn, Threads, Pinterest and X for one brand or many, with analytics and Evergreen queues. Hosted server with OAuth sign-in, or the `@markaestro/mcp` npm package.
- [mikusnuz/meta-mcp](https://github.com/mikusnuz/meta-mcp) [](https://glama.ai/mcp/servers/mikusnuz/meta-mcp) 📇 ☁️ - Instagram Graph API, Threads API and Meta platform tools for publishing, comments, insights, hashtags, DMs and token management.
@@ -4039,6 +4223,7 @@ Integration with social media platforms to allow posting, analytics, and interac
- [scrape-badger/scrapebadger-mcp](https://github.com/scrape-badger/scrapebadger-mcp) 🐍 ☁️ - Access Twitter/X data, including user profiles, tweets, followers, trends, lists and communities, via the ScrapeBadger API.
- [signal-found/sf-mcp](https://github.com/signal-found/sf-mcp) [](https://glama.ai/mcp/servers/signal-found/sf-mcp) 🐍 ☁️ 🏠 🍎 🪟 🐧 - Reddit outreach via Signal Found: find prospects posting about problems your product solves, send personalized DMs and manage an outreach CRM.
- [sinanefeozler/reddit-summarizer-mcp](https://github.com/sinanefeozler/reddit-summarizer-mcp) 🐍 🏠 ☁️ - Summarize a user's Reddit homepage or any subreddit from its posts and comments.
+- [SocialAPIsHub/mcp-server](https://github.com/SocialAPIsHub/mcp-server) [](https://glama.ai/mcp/servers/SocialAPIsHub/mcp-server) 🎖️ 📇 ☁️ - Public Facebook and Instagram data as JSON: pages, posts, comments, groups, Ads Library, Marketplace, profiles and reels. Also hosted at mcp.socialapis.io/mcp.
- [socialintel/socialintel-mcp](https://github.com/socialintel/socialintel-mcp) [](https://glama.ai/mcp/servers/socialintel/social-intel-mcp) 🐍 ☁️ - Search Instagram influencers by niche, country, demographics or follower count for usernames, bios, follower counts, categories and public business emails.
- [sofya-co/sofya-mcp](https://github.com/sofya-co/sofya-mcp) [](https://glama.ai/mcp/servers/sofya-co/sofya-mcp) 🎖️ 📇 ☁️ - Web tools via the Sofya API: full-content web search, URL and PDF fetching as Markdown, prompt-based data extraction and cited multi-source deep research.
- [glennprime/synthnet-mcp](https://github.com/glennprime/synthnet-mcp) [](https://glama.ai/mcp/servers/glennprime/synthnet-mcp) 🎖️ 📇 ☁️ - SynthNet, a social network for AI agents: join with a keypair, paint a daily self-portrait, reply to humans and agents, and keep a persistent reputation.
@@ -4047,6 +4232,7 @@ Integration with social media platforms to allow posting, analytics, and interac
- [solnk-dev/solnk-mcp](https://github.com/solnk-dev/solnk-mcp) [](https://glama.ai/mcp/servers/solnk-dev/solnk-mcp) 🎖️ 📇 ☁️ - Publish and schedule content via Solnk to X, Instagram, TikTok, YouTube, LinkedIn and more, with drafts, media upload and post analytics.
- [timkulbaev/mcp-linkedin](https://github.com/timkulbaev/mcp-linkedin) [](https://glama.ai/mcp/servers/timkulbaev/mcp-linkedin) 📇 ☁️ - Publish, comment and react on LinkedIn via the Unipile API, with dry-run by default.
- [tokportal/tokportal-mcp](https://github.com/tokportal/tokportal-mcp) [](https://glama.ai/mcp/servers/tokportal/tokportal-mcp) 🎖️ 📇 ☁️ - Managed TikTok, Instagram and YouTube accounts run by TokPortal's human account managers, with video upload, scheduling, analytics and webhooks.
+- [TwitterAPIs/twitterapis-mcp](https://github.com/TwitterAPIs/twitterapis-mcp) [](https://glama.ai/mcp/servers/TwitterAPIs/twitterapis-mcp) 📇 ☁️ - Twitter/X search, profiles, followers, timelines, posting and DMs through twitterapis.com, pay per call (about $0.04 per 1,000 tweets), no X developer account.
- [realMNohgee/hermtica](https://github.com/realMNohgee/hermtica) [](https://glama.ai/mcp/servers/realMNohgee/hermtica) 📇 ☁️ - Browse and search Hermtica, a social network and marketplace for AI agents: feed, trending items, agent profiles and marketplace stats.
- [Upload-Post/upload-post-mcp](https://github.com/Upload-Post/upload-post-mcp) [](https://glama.ai/mcp/servers/@Upload-Post/upload-post-mcp) 🎖️ 📇 ☁️ 🏠 - Publish, schedule and analyze posts on TikTok, Instagram, YouTube, LinkedIn, Facebook, X, Reddit and more via Upload-Post, including comments and DMs.
- [veezeehq/veezee-mcp](https://github.com/veezeehq/veezee-mcp) [](https://glama.ai/mcp/servers/veezeehq/veezee-mcp) 🎖️ ☁️ - Real-time LinkedIn, X (Twitter) and Reddit data: profiles, companies, posts, search and sentiment.
@@ -4063,6 +4249,7 @@ Astrology, tarot, numerology, Vedic systems, Human Design and other divinatory o
- [arthiqlabs/vedaksha](https://github.com/arthiqlabs/vedaksha) [](https://glama.ai/mcp/servers/arthiqlabs/vedaksha) 🦀 🏠 🍎 🪟 🐧 - Self-hosted Vedic astrology: natal charts, dashas, vargas, shadbala, ashtakavarga, panchanga, transits, muhurta search, synastry and property-graph export.
- [asterwise/asterwise-mcp](https://github.com/asterwise/asterwise-mcp) [](https://glama.ai/mcp/servers/asterwise/asterwise-mcp) 🐍 ☁️ - Vedic and Western astrology: natal and divisional charts, Vimshottari dasha, panchanga, muhurta, compatibility matching, KP, Lal Kitab, numerology and tarot.
- [astroway/astroway-mcp](https://github.com/astroway/astroway-mcp) [](https://glama.ai/mcp/servers/astroway/astroway-mcp) 📇 ☁️ 🍎 🪟 🐧 - AstroWay Calculation API: natal charts, synastry, transits, Vedic dashas and vargas, tarot, numerology, Human Design and AI horoscopes.
+- [dangamsoft/cafe-mcp](https://github.com/dangamsoft/cafe-mcp) [](https://glama.ai/mcp/servers/dangamsoft/cafe-mcp) 📇 ☁️ 🏠 🍎 🪟 🐧 - Korean Saju and Chinese BaZi (Four Pillars) computed by the CAFE engine: natal chart, Five Elements, chart structure (格局), yin-yang and climate, favorable-element candidates, and a manseryeok calendar with exact solar-term times. Structured output. Remote: `https://mcp.24plus.ai.kr/mcp`, or `npx -y @dangamsoft/cafe-mcp`.
- [davidmosiah/astral-mcp](https://github.com/davidmosiah/astral-mcp) [](https://glama.ai/mcp/servers/davidmosiah/astral-mcp) 📇 🏠 🍎 🪟 🐧 - Astrology tools for natal charts, current transits, synastry, Moon phases and birthplace lookup, with privacy modes for compact payloads.
- [mihnin/stellara-mcp](https://github.com/mihnin/stellara-mcp) [](https://glama.ai/mcp/servers/mihnin/stellara-mcp) 📇 ☁️ 🍎 🪟 🐧 - Deterministic Western astrology via Swiss Ephemeris: natal charts, transits, synastry and a birthplace resolver with coordinates and historical UTC offsets.
- [nmhaaa3218/TuViMCP](https://github.com/nmhaaa3218/TuViMCP) [](https://glama.ai/mcp/servers/nmhaaa3218/TuViMCP) 🐍 🏠 🍎 🪟 🐧 - Vietnamese Tử Vi horoscope calculation: traditional pattern evaluations, transit charts, auspicious date checking and chart rendering.
@@ -4115,6 +4302,7 @@ Tools for accessing sports-related data, results, and statistics.
- [shkyyy18/mi_fitness_data_bridge](https://github.com/shkyyy18/mi_fitness_data_bridge) [](https://glama.ai/mcp/servers/shkyyy18/mi_fitness_data_bridge) 🐍 🏠 ☁️ - Unofficial Mi Fitness connector: local SQLite storage and JSON/CSV exports of sleep, activity, workouts and other records.
- [slaat/garmin-connect-workouts-mcp](https://github.com/slaat/garmin-connect-workouts-mcp) [](https://glama.ai/mcp/servers/slaat/garmin-connect-workouts-mcp) 📇 🏠 - Create structured Garmin Connect workouts from natural language: pace, HR, power and cadence targets, repeat blocks, swim strokes and pool lengths.
- [TheRundown/data-mcp](https://github.com/TheRundown/data-mcp) [](https://glama.ai/mcp/servers/TheRundown/data-mcp) 🎖️ 📇 ☁️ 🏠 - Read-only TheRundown data for sports, markets, affiliates, events, futures and open main-line odds.
+- [Trainzilla/tzilla-mcp](https://github.com/Trainzilla/tzilla-mcp) [](https://glama.ai/mcp/servers/Trainzilla/tzilla-mcp) 📇 ☁️ 🏠 - Trainzilla for personal trainers: manage clients, workout and diet plans, check-ins, habits, sessions and billing (hosted OAuth endpoint or local).
- [XWeaponX7/rundida-mcp](https://github.com/XWeaponX7/rundida-mcp) [](https://glama.ai/mcp/servers/XWeaponX7/rundida-mcp) 📇 ☁️ - Running calculators: pace, time and distance, race time predictions (Riegel formula), heart rate training zones (Karvonen method) and marathon event data.
- [seang1121/sports-betting-mcp](https://github.com/seang1121/sports-betting-mcp) [](https://glama.ai/mcp/servers/seang1121/sports-betting-mcp) 🐍 ☁️ 🍎 🪟 🐧 - Sports betting picks, odds, injuries and line movement for NBA, NHL, NCAAB and MLB, with visual bet slip cards showing edges.
- [turnnoblindeye/wellness-project-mcp](https://github.com/turnnoblindeye/wellness-project-mcp) [](https://glama.ai/mcp/servers/turnnoblindeye/wellness-project-mcp) 🎖️ ☁️ - Read workouts, sleep, nutrition and recovery data from Apple Health, Fitbit, Oura and Google Health Connect, with inline chart widgets.
@@ -4133,6 +4321,7 @@ Tools for managing customer support, IT service management, and helpdesk operati
- [incentivai/quickchat-ai-mcp](https://github.com/incentivai/quickchat-ai-mcp) 🐍 🏠 ☁️ - Expose your Quickchat AI agent as an MCP server, giving AI apps real-time access to its knowledge base and conversational capabilities.
- [michaelrice/zendesk-mcp](https://github.com/michaelrice/zendesk-mcp) [](https://glama.ai/mcp/servers/michaelrice/zendesk-mcp) 🐍 ☁️ 🍎 🪟 🐧 - Read and write Zendesk tickets, comments, views, macros, users, groups, organizations and time tracking, with optional Help Center and GitLab integration.
- [nguyenvanduocit/jira-mcp](https://github.com/nguyenvanduocit/jira-mcp) 🏎️ ☁️ - Atlassian Jira operations: issue management, sprint planning and workflow transitions.
+- [oneappsworld/callchatsyn-mcp](https://github.com/oneappsworld/callchatsyn-mcp) [](https://glama.ai/mcp/servers/oneappsworld/callchatsyn-mcp) 🎖️ 📇 ☁️ - Small-business customer service via CallChatSyn: answer customer questions from the business's own FAQs (English/Chinese), list open appointment times in its time zone, and book appointments.
- [raalarcon9705/jira-mcp](https://github.com/raalarcon9705/jira-mcp) [](https://glama.ai/mcp/servers/raalarcon9705/jira-mcp) 📇 ☁️ - Jira and Confluence: issue CRUD, sprint lifecycle, comments, transitions, user management and wiki pages.
- [selic/mcp-itglue](https://github.com/selic/mcp-itglue) [](https://glama.ai/mcp/servers/selic/mcp-itglue) 📇 ☁️ - IT Glue, the MSP documentation platform: semantic search over documentation, document and flexible-asset read/write, and role-based access control.
- [sooperset/mcp-atlassian](https://github.com/sooperset/mcp-atlassian) 🐍 ☁️ - Search, read, create and manage Confluence and Jira content, supporting Confluence Cloud, Jira Cloud and Jira Server/Data Center.
@@ -4172,8 +4361,13 @@ Tools for converting text-to-speech and vice-versa
Access to travel and transportation information. Enables querying schedules, routes, and real-time travel data.
+- [cuqu-net/cuqu-skill](https://github.com/cuqu-net/cuqu-skill) [](https://glama.ai/mcp/servers/cuqu-net/cuqu-skill) ☁️ 🏠 - Find, book, and pay for local offline social activities (board games, badminton, hiking, frisbee and 100+ hobby categories) across cities in China via natural language. Hosted MCP gateway (agent.cuqu.net) with per-user API keys; also supports organizer-side event creation and venue search.
+
- [HasData/airbnb-mcp](https://github.com/HasData/airbnb-mcp) [](https://glama.ai/mcp/servers/HasData/airbnb-mcp) 📇 ☁️ - Search Airbnb stays by location, dates and guests, and read full listing details (price, amenities, host, reviews) as JSON.
+- [HasData/google-flights-mcp](https://github.com/HasData/google-flights-mcp) [](https://glama.ai/mcp/servers/HasData/google-flights-mcp) 📇 ☁️ - Remote MCP server for Google Flights: one-way, round-trip and multi-city itineraries with fares, legs, layovers, carbon emissions and price history, as JSON.
+- [HasData/google-hotels-mcp](https://github.com/HasData/google-hotels-mcp) [](https://glama.ai/mcp/servers/HasData/google-hotels-mcp) 📇 ☁️ - Remote MCP server for Google Hotels: search hotels and vacation rentals for a stay with rates, ratings and amenities, then open one property with the rate at every booking site Google compares, as JSON.
- [HasData/booking-mcp](https://github.com/HasData/booking-mcp) [](https://glama.ai/mcp/servers/HasData/booking-mcp) 📇 ☁️ - Search Booking.com stays by destination and dates, and read full property details (rooms, rates, facilities, review scores) as JSON.
+- [HasData/google-flights-deals-mcp](https://github.com/HasData/google-flights-deals-mcp) [](https://glama.ai/mcp/servers/HasData/google-flights-deals-mcp) 📇 ☁️ - Turn a plain-language trip description into dated flight deals from one origin, with the typical price beside each fare, airlines, stops and booking links, as JSON.
- [afiliptsov/pickadive-mcp](https://github.com/afiliptsov/pickadive-mcp) [](https://glama.ai/mcp/servers/afiliptsov/pickadive-mcp) 🎖️ ☁️ - Scuba dive planning: ranked dive-forecast windows, month-by-month climatology, marine-life seasonality from GBIF sightings and dive site facts.
- [SEKeener/airtreks-mcp](https://github.com/SEKeener/airtreks-mcp) [](https://glama.ai/mcp/servers/SEKeener/airtreks-mcp) 📇 ☁️ - Multi-city flight routing: plan round-the-world trips, validate Star Alliance and oneworld routings, and get per-segment carrier recommendations.
- [alcylu/nightlife-mcp](https://github.com/alcylu/nightlife-mcp) [](https://glama.ai/mcp/servers/alcylu/nightlife-mcp) 📇 ☁️ - Tokyo nightlife: event discovery, venue search, performer info, recommendations and VIP table booking.
@@ -4206,6 +4400,7 @@ Access to travel and transportation information. Enables querying schedules, rou
- [negm17111995/mcp-server](https://github.com/negm17111995/mcp-server) [](https://glama.ai/mcp/servers/negm17111995/mcp-server) 🎖️ 📇 ☁️ - MAQAMI hotel and flight search with live rates and hotel details, then a secure checkout link on book.maqami.co.
- [onvaou-app/onvaou-itineraires-mcp](https://github.com/onvaou-app/onvaou-itineraires-mcp) [](https://glama.ai/mcp/servers/onvaou-app/onvaou-itineraires-mcp) 🎖️ 📇 ☁️ - Bike, e-bike, kick scooter, motorcycle, wheelchair and walking routes across Europe from the On va où ? Routing API, with safe, balanced and fast variants.
- [openbnb-org/mcp-server-airbnb](https://github.com/openbnb-org/mcp-server-airbnb) 📇 ☁️ - Search Airbnb and get listing details.
+- [openvancamp/openvan-camp-public-api](https://github.com/openvancamp/openvan-camp-public-api) [](https://glama.ai/mcp/servers/openvancamp/openvan-camp-public-api) 📇 ☁️ 🍎 🪟 🐧 - Free vanlife/RV road-trip data for AI agents: fuel prices (160+ countries), toll roads, visa and vehicle-import rules, holidays and peak traffic days, travel hazards and wildfires, customs, power plugs, weather suitability, currency, events. 25 read-only tools, no auth. Hosted `https://mcp.openvan.camp/mcp` or `npx -y @openvancamp/mcp-server`
- [OctoTrip/rental-cars](https://github.com/OctoTrip/rental-cars) [](https://glama.ai/mcp/servers/OctoTrip/rental-cars) 🐍 ☁️ - Rental car search with real-time prices from multiple providers worldwide.
- [pab1it0/tripadvisor-mcp](https://github.com/pab1it0/tripadvisor-mcp) 📇 🐍 - Tripadvisor API access: location data, reviews and photos.
- [PeanutSplash/chelaile-mcp](https://github.com/PeanutSplash/chelaile-mcp) [](https://glama.ai/mcp/servers/PeanutSplash/chelaile-mcp) 📇 🏠 🍎 🪟 🐧 - Real-time bus and metro data in China via Chelaile: arrival times, vehicle positions, timetables, nearby stops and transit routing.
@@ -4262,6 +4457,7 @@ Interact with Git repositories and version control platforms. Enables repository
- [rafim-dev/mcp-smart-git](https://github.com/rafim-dev/mcp-smart-git) [](https://glama.ai/mcp/servers/rafim-dev/mcp-smart-git) 📇 🏠 🍎 🪟 🐧 - Git helper for conventional commits, pre-PR secret audits and merge conflict resolution.
- [raohwork/forgejo-mcp](https://github.com/raohwork/forgejo-mcp) 🏎️ ☁️ - Manage your repositories on a Forgejo or Gitea server.
- [ReviewGate/reviewgate](https://github.com/ReviewGate/reviewgate) [](https://glama.ai/mcp/servers/ReviewGate/reviewgate) 🎖️ 📇 🏠 🍎 🪟 🐧 - Code review against your team's written rules: a generator finds issues and an independent judge filters them, with a pre-push gate and PR bot.
+- [sadayamuthu/mergelock](https://github.com/sadayamuthu/mergelock) [](https://glama.ai/mcp/servers/sadayamuthu/mergelock) 🏎️ 🏠 🍎 🐧 - Merge gate for parallel coding agents: reports conflicts git can't see between two branches (changed signatures vs new call sites, deleted-but-still-used symbols, duplicate functions) for TypeScript, JavaScript and Python, with a suggested fix per finding.
- [TamiShaks-2/git-context-mcp](https://github.com/TamiShaks-2/git-context-mcp) 🐍 🏠 - Structured Git repository analysis: project status, recent activity, code map and risk hotspots.
- [Tiberriver256/mcp-server-azure-devops](https://github.com/Tiberriver256/mcp-server-azure-devops) 📇 ☁️ - Azure DevOps integration for repository management, work items and pipelines.
- [wkoverfield/quilt](https://github.com/wkoverfield/quilt) [](https://glama.ai/mcp/servers/wkoverfield/quilt) 📇 🏠 🍎 🪟 🐧 - Line-level authorship in a shared Git checkout: multiple coding agents work in one repo, each committing only its own lines, with symbol-level claims.
@@ -4270,13 +4466,20 @@ Interact with Git repositories and version control platforms. Enables repository
### 🏢 Workplace & Productivity
+- [A1-x-Tech/mcp-google-contacts](https://github.com/A1-x-Tech/mcp-google-contacts) [](https://glama.ai/mcp/servers/A1-x-Tech/mcp-google-contacts) 📇 ☁️ - Google Contacts (People API): search, create, update and delete contacts, and manage contact groups.
+- [A1-x-Tech/mcp-google-docs](https://github.com/A1-x-Tech/mcp-google-docs) [](https://glama.ai/mcp/servers/A1-x-Tech/mcp-google-docs) 📇 ☁️ - Google Docs API: read documents as text, structure or Markdown, and edit ranges, styles, tables and comments.
- [A1-x-Tech/mcp-google-forms](https://github.com/A1-x-Tech/mcp-google-forms) [](https://glama.ai/mcp/servers/A1-x-Tech/mcp-google-forms) 📇 ☁️ - Google Forms: create and publish forms, manage questions and read responses.
+- [A1-x-Tech/mcp-google-slides](https://github.com/A1-x-Tech/mcp-google-slides) [](https://glama.ai/mcp/servers/A1-x-Tech/mcp-google-slides) 📇 ☁️ - Google Slides API: create and edit presentations, slides, shapes, tables and images, speaker notes and exports.
+- [A1-x-Tech/mcp-google-tasks](https://github.com/A1-x-Tech/mcp-google-tasks) [](https://glama.ai/mcp/servers/A1-x-Tech/mcp-google-tasks) 📇 ☁️ - Google Tasks API: manage task lists, and create and organize tasks with due dates, notes and subtasks.
- [adacreativeco/ada-turbo-ai-mcp](https://github.com/adacreativeco/ada-turbo-ai-mcp) [](https://glama.ai/mcp/servers/adacreativeco/ada-turbo-ai-mcp) 🐍 🏠 🪟 🍎 🐧 - Agency OS: specialized AI roles with a real-time retro Pixel Office visualizer and a multi-provider LLM engine.
+- [ajmessina/smarterdeck-mcp-connector](https://github.com/ajmessina/smarterdeck-mcp-connector) [](https://glama.ai/mcp/servers/ajmessina/smarterdeck-mcp-connector) 📇 ☁️ 🍎 🪟 🐧 - Compile agency-grade, editable PowerPoint (.pptx) presentations with native DrawingML vector shapes, executive KPI dashboards, and multi-format suites from Claude Desktop, Cursor, and autonomous AI agents. Features in-memory Zero-Retention processing and dual-mode data synthesis. Install: `npx -y smithery mcp add contacto-n7el/smarterdeck`
- [alex13slem/openproject-codex-plugin](https://github.com/alex13slem/openproject-codex-plugin) [](https://glama.ai/mcp/servers/alex13slem/openproject-codex-plugin) 📇 ☁️ 🏠 🍎 🪟 🐧 - OpenProject API v3 with Community Edition support: search, create, update, assign, prioritize and comment on work packages.
- [CrossPaste/crosspaste-desktop](https://github.com/CrossPaste/crosspaste-desktop) [](https://glama.ai/mcp/servers/CrossPaste/crosspaste-desktop) 🎖️ ☕ 🏠 🍎 🪟 🐧 - Cross-device clipboard manager: search synced clipboard history, read OCR text from copied images and add new clipboard items.
+- [jtauschl/openproject-ce-mcp](https://github.com/jtauschl/openproject-ce-mcp) [](https://glama.ai/mcp/servers/jtauschl/openproject-ce-mcp) 🐍 ☁️ 🏠 🍎 🪟 🐧 - OpenProject Community Edition over API v3: projects, work packages, time tracking, meetings, boards, wiki and more, with project allowlists and preview-then-confirm writes.
- [layergen/eodly-mcp](https://github.com/layergen/eodly-mcp) [](https://glama.ai/mcp/servers/layergen/eodly-mcp) 📇 ☁️ - Read your team's end-of-day reports in Eodly: who shipped with GitHub and Linear proof, who is silent, who is slipping, plus the team roster.
- [mayeu20/nerdychefs-mcp](https://github.com/mayeu20/nerdychefs-mcp) [](https://glama.ai/mcp/servers/mayeu20/nerdychefs-mcp) 📇 ☁️ 🍎 🪟 🐧 - Search and browse the NerdyChefs.ai prompt library by task, open prompt packs or pick a random prompt.
- [ni-c/rustpad-mcp](https://github.com/ni-c/rustpad-mcp) [](https://glama.ai/mcp/servers/ni-c/rustpad-mcp) 📇 🏠 🍎 🪟 🐧 - Read and edit self-hosted Rustpad collaborative pads, merging edits live with human typing and requiring confirmation to replace a pad.
+- [OperatorNest/mcp-tools](https://github.com/OperatorNest/mcp-tools) [](https://glama.ai/mcp/servers/OperatorNest/mcp-tools) 📇 ☁️ 🏠 - Calculate API and subscription costs, shared meeting times, recurring schedules and cron matches.
- [wisflux/docmost-local-mcp](https://github.com/wisflux/docmost-local-mcp) [](https://glama.ai/mcp/servers/wisflux/docmost-local-mcp) 🦀 🏠 🍎 🪟 🐧 - Read and write spaces, pages, comments and members in self-hosted Docmost, including the Community Edition.
- [temporal-cortex/mcp](https://github.com/temporal-cortex/mcp) [](https://glama.ai/mcp/servers/@billylui/cortex-mcp) 🦀 ☁️ 🏠 - Calendar middleware for scheduling, multi-calendar availability and conflict-free booking across Google Calendar, Outlook and CalDAV, with RRULE expansion.
- [Agentled/mcp-server](https://github.com/Agentled/mcp-server) [](https://glama.ai/mcp/servers/Agentled/mcp-server) 📇 ☁️ - Workflow orchestration with long-term memory and a knowledge graph: lead enrichment, content publishing, company research and media production.
@@ -4286,6 +4489,7 @@ Interact with Git repositories and version control platforms. Enables repository
- [2nd1st/open-mcp-apps](https://github.com/2nd1st/open-mcp-apps) [](https://glama.ai/mcp/servers/2nd1st/open-mcp-apps) 📇 🏠 ☁️ 🍎 🪟 🐧 - MCP Apps engine for building and reusing interactive UI apps such as todo boards, habit trackers and dashboards, backed by persistent data.
- [6figr-com/jobgpt-mcp-server](https://github.com/6figr-com/jobgpt-mcp-server) [](https://glama.ai/mcp/servers/@6figr-com/job-gpt-mcp-server) 📇 ☁️ 🏠 🍎 🪟 🐧 - JobGPT: search jobs, auto-apply, generate tailored resumes, track applications and find recruiters.
- [backloghq/backlog](https://github.com/backloghq/backlog) [](https://glama.ai/mcp/servers/backloghq/backlog) 📇 🏠 🍎 🪟 🐧 - Persistent, cross-session task management for Claude Code with agent coordination, event-sourced storage and per-project isolation.
+- [b52tot/workbuddy-board](https://github.com/b52tot/workbuddy-board) [](https://glama.ai/mcp/servers/b52tot/workbuddy-board) 🐍 🏠 🪟 - Task board for MCP agents that lives on your desktop: four columns for agents to write into, progress tracking, stall detection and an append-only event log, with an always-on-top widget so you can watch a run without switching windows.
- [Bidsketch/signwell-mcp](https://github.com/Bidsketch/signwell-mcp) [](https://glama.ai/mcp/servers/Bidsketch/signwell-mcp) 🎖️ 📇 ☁️ 🍎 🪟 🐧 - SignWell e-signatures: create documents from files or templates, send for signing, track status, send reminders, download signed PDFs and manage templates.
- [bivex/kanboard-mcp](https://github.com/bivex/kanboard-mcp) 🏎️ ☁️ 🏠 - Manage Kanboard projects, tasks and users through natural language translated into Kanboard API calls.
- [benmonopoli/open-greenhouse-mcp](https://github.com/benmonopoli/open-greenhouse-mcp) [](https://glama.ai/mcp/servers/benmonopoli/open-greenhouse-mcp) 🐍 ☁️ 🍎 🪟 🐧 - Greenhouse ATS for recruiting teams: role-based profiles (full, recruiter, read-only), pipeline views, analytics, candidate search and bulk operations.
@@ -4311,10 +4515,13 @@ Interact with Git repositories and version control platforms. Enables repository
- [ellmos-ai/n8n-manager-mcp](https://github.com/ellmos-ai/n8n-manager-mcp) [](https://glama.ai/mcp/servers/ellmos-ai/n8n-manager-mcp) 📇 ☁️ 🏠 🍎 🪟 🐧 - Manage n8n workflows: CRUD, synchronization, inspection and execution.
- [ernestocorona/kanboard-mcp](https://github.com/ErnestoCorona/kanboard-mcp) [](https://glama.ai/mcp/servers/ErnestoCorona/kanboard-mcp) 📇 🏠 🍎 🪟 🐧 - Kanboard integration with multi-project routing via a YAML config file.
- [EveryPageApp/everypage-mcp](https://github.com/EveryPageApp/everypage-mcp) [](https://glama.ai/mcp/servers/EveryPageApp/everypage-mcp) 🎖️ 📇 🏠 🍎 🪟 🐧 - EveryPage: upload PDFs, create trackable share links and read page-by-page readership analytics (who read, how far, how long).
+- [OperatorNest/mcp-tools](https://github.com/OperatorNest/mcp-tools) 📇 ☁️ 🏠 - Calculate API and subscription costs, shared meeting times, recurring schedules and cron matches.
- [OurThinkTank/founders-os](https://github.com/OurThinkTank/founders-os) [](https://glama.ai/mcp/servers/OurThinkTank/founders-os) 📇 🏠 - Self-hosted business context: CRM, checkpoints, automation triggers, financial ledger, tasks, playbooks, news feeds, projects and semantic memory.
- [foxintheloop/UpTier](https://github.com/foxintheloop/UpTier) 📇 🏠 🪟 - Desktop task manager with a To Do-style UI and tools for prioritization, goal tracking and multi-profile workflows.
+- [gambadio/apple-productivity-mcp](https://github.com/gambadio/apple-productivity-mcp) [](https://glama.ai/mcp/servers/gambadio/apple-productivity-mcp) 📇 🏠 🍎 - 133 tools for local Apple apps, iWork documents, files and media, plus optional allowlisted Shortcuts.
- [getalai/alai-mcp-server](https://github.com/getalai/alai-mcp-server) [](https://glama.ai/mcp/servers/getalai/Alai) 🐍 ☁️ 🎖️ - Generate, edit and export AI presentations to PDF, PPTX or a shareable link.
- [giuseppe-coco/Google-Workspace-MCP-Server](https://github.com/giuseppe-coco/Google-Workspace-MCP-Server) 🐍 ☁️ 🍎 🪟 🐧 - Interact with Google Calendar, Gmail, Drive and other Google Workspace apps.
+- [gomission/mcp](https://github.com/gomission/mcp) [](https://glama.ai/mcp/servers/gomission/mcp) 📇 🏠 🍎 🪟 🐧 - Mission's MCP proxy holds consequential tool calls before execution and records the exact action for review.
- [Grey-Iris/easy-notion-mcp](https://github.com/Grey-Iris/easy-notion-mcp) [](https://glama.ai/mcp/servers/Grey-Iris/easy-notion-mcp) 📇 ☁️ 🍎 🪟 🐧 - Markdown-first Notion access: converts markdown to Notion blocks and back, with documented round-trip support.
- [helbertparanhos/n8n-pro-mcp](https://github.com/helbertparanhos/n8n-pro-mcp) [](https://glama.ai/mcp/servers/helbertparanhos/n8n-pro-mcp) 📇 🏠 🍎 🪟 🐧 - Manage self-hosted n8n, including queue mode: workflows, executions, tags, credentials, variables, projects, users, security audits and health monitoring.
- [humanpen/humanpen-mcp](https://github.com/humanpen/humanpen-mcp) [](https://glama.ai/mcp/servers/humanpen/humanpen-mcp) 📇 🎖️ ☁️ 🏠 - Document-level AI text humanizer: rewrite whole .docx or .pptx files, selected passages or Turnitin/iThenticate-flagged text in place, preserving formatting.
@@ -4370,6 +4577,8 @@ Interact with Git repositories and version control platforms. Enables repository
- [vakharwalad23/google-mcp](https://github.com/vakharwalad23/google-mcp) 📇 ☁️ - Tools for Gmail, Google Calendar, Google Drive and Google Tasks.
- [KuvopLLC/better-bear](https://github.com/KuvopLLC/better-bear/tree/main/mcp-server) [](https://glama.ai/mcp/servers/KuvopLLC/better-bear) 📇 🏠 🍎 - Bear notes via CloudKit: CRUD, tags, TODOs, attachments, search, front matter, stats and health checks.
- [vasylenko/claude-desktop-extension-bear-notes](https://github.com/vasylenko/claude-desktop-extension-bear-notes) 📇 🏠 🍎 - Search, read, create and update Bear notes locally.
+- [vinayvobbili/jobwatch](https://github.com/vinayvobbili/jobwatch) [](https://glama.ai/mcp/servers/vinayvobbili/jobwatch) 🐍 🏠 🍎 🐧 - Watch company job boards (Greenhouse, Lever, Ashby, Workable, Workday, Eightfold, Jibe, Rippling) for new roles, rank them for you, and track applications, follow-ups and interview prep. Never applies on its own.
+- [vrijsinghani/Artifactsmith](https://github.com/vrijsinghani/Artifactsmith) [](https://glama.ai/mcp/servers/vrijsinghani/Artifactsmith) 🐍 🏠 🐧 - Self-hosted artifact server: turns agent output into versioned web pages, PDFs, Word docs and spreadsheets in six styles, private until shared with a revocable link.
- [workopia/workopia-mcp](https://github.com/workopia/workopia-mcp) [](https://glama.ai/mcp/servers/workopia/workopia-mcp) 🎖️ 📇 ☁️ 🍎 🪟 🐧 - Workopia job search across employer career pages and ATS feeds, plus PDF resume generation, resume tailoring, cover letters and career advice.
- [wyattjoh/calendar-mcp](https://github.com/wyattjoh/calendar-mcp) 📇 🏠 🍎 - Access macOS Calendar events.
- [XJTLUmedia/AI-HR-Management-Toolkit](https://github.com/XJTLUmedia/AI-HR-Management-Toolkit) [](https://glama.ai/mcp/servers/XJTLUmedia/AI-HR-Management-Toolkit) 📇 🏠 🍎 🪟 🐧 - Resume parser and applicant tracking system: parse resumes into JSON, extract skills, score and rank candidates, and manage jobs, interviews and offers.
@@ -4458,6 +4667,7 @@ Interact with Git repositories and version control platforms. Enables repository
- [Harry-027/JotDown](https://github.com/Harry-027/JotDown) 🦀 🏠 - Create and update Notion pages and auto-generate mdBooks from structured content.
- [henilcalagiya/mcp-apple-notes](https://github.com/henilcalagiya/mcp-apple-notes) 🐍 🏠 - Automate Apple Notes: full CRUD with HTML content, folder management and search.
- [HenryHaoson/Yuque-MCP-Server](https://github.com/HenryHaoson/Yuque-MCP-Server) 📇 ☁️ - Yuque integration: manage documents, work with knowledge bases, search content and access analytics data.
+- [yehuoshun/yuque-ai-mcp](https://github.com/yehuoshun/yuque-ai-mcp) [](https://glama.ai/mcp/servers/yehuoshun/yuque-ai-mcp) 📇 ☁️ 🏠 - Full-featured Yuque (语雀) MCP server with 62 fine-grained tools across 13 domains — documents, knowledge bases, TOC, search, statistics, notes, recycle bin, upload, boards, book stacks, web API, user and group management. Dual stdio + HTTP transport.
- [hiromitsusasaki/raindrop-io-mcp-server](https://github.com/hiromitsusasaki/raindrop-io-mcp-server) 📇 ☁️ - Interact with Raindrop.io bookmarks.
- [hmk/attio-mcp-server](https://github.com/hmk/attio-mcp-server) 📇 ☁️ - Manage records and notes in Attio CRM.
- [hushvert/mcp](https://github.com/hushvert/mcp) [](https://glama.ai/mcp/servers/hushvert/mcp) 📇 ☁️ - File conversion via Hushvert: convert documents, images, audio, video, archives and PDFs across formats.