diff --git a/.github/workflows/check-glama.yml b/.github/workflows/check-glama.yml
index c1b07e8fc..ebfe64034 100644
--- a/.github/workflows/check-glama.yml
+++ b/.github/workflows/check-glama.yml
@@ -288,7 +288,7 @@ jobs:
issue_number: pr_number,
body: `${marker}\nThank you for adding the Glama badge!
- Please make sure the server's badge shows an [A A A score](https://glama.ai/mcp/servers/${glamaServerPath}/score):
+ Please make sure the server has been evaluated by Glama and has a [quality score](https://glama.ai/mcp/servers/${glamaServerPath}/score):
[](https://glama.ai/mcp/servers/${glamaServerPath})
diff --git a/README.md b/README.md
index 2b1778e0f..0e25d1d33 100644
--- a/README.md
+++ b/README.md
@@ -33,9 +33,6 @@ A curated list of awesome Model Context Protocol (MCP) servers.
Checkout [awesome-mcp-clients](https://github.com/punkpeye/awesome-mcp-clients/) and [glama.ai/mcp/clients](https://glama.ai/mcp/clients).
-> [!TIP]
-> [Glama Chat](https://glama.ai/chat) is a multi-modal AI client with MCP support & [AI gateway](https://glama.ai/gateway).
-
## Tutorials
* [Model Context Protocol (MCP) Quickstart](https://glama.ai/blog/2024-11-25-model-context-protocol-quickstart)
@@ -88,6 +85,7 @@ Checkout [awesome-mcp-clients](https://github.com/punkpeye/awesome-mcp-clients/)
* ๐ค - [Coding Agents](#coding-agents)
* ๐ฅ๏ธ - [Command Line](#command-line)
* ๐ฌ - [Communication](#communication)
+* ๐ฃ๏ธ - [Conversational AI](#conversational-ai)
* ๐ค - [Customer Data Platforms](#customer-data-platforms)
* ๐๏ธ - [Databases](#databases)
* ๐ - [Data Platforms](#data-platforms)
@@ -130,11 +128,15 @@ Checkout [awesome-mcp-clients](https://github.com/punkpeye/awesome-mcp-clients/)
Servers for accessing many apps and tools through a single MCP server.
- [1mcp/agent](https://github.com/1mcp-app/agent) ๐ โ๏ธ ๐ ๐ ๐ช ๐ง - A unified Model Context Protocol server implementation that aggregates multiple MCP servers into one.
+- [8randonpickart5/alderpost-mcp](https://github.com/8randonpickart5/alderpost-mcp) [](https://glama.ai/mcp/servers/8randonpickart5/alderpost-mcp) ๐ โ๏ธ - 8 bundled intelligence endpoints (security, company, threat, compliance, sales, sports, property, health) via x402 micropayments on Base.
- [tadas-github/a2asearch-mcp](https://github.com/tadas-github/a2asearch-mcp) [](https://glama.ai/mcp/servers/tadas-github/a2asearch-mcp) ๐ โ๏ธ - MCP server to search 4,800+ MCP servers, AI agents, CLI tools and agent skills. Install: `npx -y a2asearch-mcp`. Ask Claude: "Find MCP servers for database access". Free, no auth required.
- [Aganium/agenium](https://github.com/Aganium/agenium) ๐ โ๏ธ ๐ ๐ช ๐ง - Bridge any MCP server to the agent:// network โ DNS-like identity, discovery, and trust for AI agents. Makes your tools discoverable and callable by other agents via `agent://` URIs with mTLS, trust scores, and capability search.
+- [elisymlabs/elisym](https://github.com/elisymlabs/elisym) [](https://glama.ai/mcp/servers/elisymlabs/elisym) ๐ โ๏ธ ๐ ๐ช ๐ง - AI agent discovery and marketplace on Nostr with Solana payments (SOL, USDC). NIP-89 discovery, NIP-90 jobs, NIP-44 v2 encryption, on-chain micropayments.
- [espadaw/Agent47](https://github.com/espadaw/Agent47) ๐ โ๏ธ - Unified job aggregator for AI agents across 9+ platforms (x402, RentAHuman, Virtuals, etc).
+- [doggychip/agentforge](https://github.com/doggychip/agentforge) [](https://glama.ai/mcp/servers/doggychip/agentforge) ๐ โ๏ธ - Unified API gateway and marketplace for 300+ AI agents. One API key, REST + streaming, 90% creator revenue share, health monitoring. Self-hostable (MIT).
- [AgentHotspot](https://github.com/AgentHotspot/agenthotspot-mcp) ๐ โ๏ธ ๐ ๐ ๐ช ๐ง - Search, integrate and monetize MCP connectors on the AgentHotspot MCP marketplace
- [garasegae/aiskillstore](https://github.com/garasegae/aiskillstore) [](https://glama.ai/mcp/servers/garasegae/aiskillstore) โ๏ธ - Agent-first skill marketplace where AI agents discover, purchase, and integrate skills via MCP protocol. Supports 7+ platforms including Claude, hGPT, and Gemini.
+- [alexanderclapp/clirank-mcp-server](https://github.com/alexanderclapp/clirank-mcp-server) [](https://glama.ai/mcp/servers/alexanderclapp/clirank-mcp-server) ๐ โ๏ธ ๐ ๐ช ๐ง - API intelligence for AI coding agents. 387 APIs scored on agent-friendliness with tools to recommend, compare, check scores, and discover APIs. Install: `npx clirank-mcp-server`. Web: [clirank.dev](https://clirank.dev).
- [Work90210/APIFold](https://github.com/Work90210/APIFold) [](https://glama.ai/mcp/servers/Work90210/APIFold) ๐ โ๏ธ - Turn any REST API into a hosted MCP server. 18 free public servers (GitHub, Stripe, Slack, OpenAI, Notion, and more) โ no setup required, bring your own API key.
- [rhein1/agoragentic-integrations](https://github.com/rhein1/agoragentic-integrations) [](https://glama.ai/mcp/servers/@rhein1/agoragentic-integrations) ๐ โ๏ธ - Agent-to-agent marketplace where AI agents discover, invoke, and pay for services from other agents using USDC on Base L2.
- [arikusi/deepseek-mcp-server](https://github.com/arikusi/deepseek-mcp-server) [](https://glama.ai/mcp/servers/arikusi/deepseek-mcp-server) ๐ โ๏ธ ๐ ๐ช ๐ง - MCP server for DeepSeek AI with chat, reasoning, multi-turn sessions, function calling, thinking mode, and cost tracking.
@@ -164,6 +166,7 @@ Servers for accessing many apps and tools through a single MCP server.
- [khalidsaidi/ragmap](https://github.com/khalidsaidi/ragmap) ๐ โ๏ธ ๐ ๐ ๐ช ๐ง - MapRag: RAG-focused subregistry + MCP server to discover and route to retrieval-capable MCP servers using structured constraints and explainable ranking.
- [malamutemayhem/unclick-agent-native-endpoints](https://github.com/malamutemayhem/unclick-agent-native-endpoints) [](https://glama.ai/mcp/servers/malamutemayhem/unclick-agent-native-endpoints) ๐ ๐ ๐ ๐ช ๐ง - 110+ tools for AI agents spanning social media, finance, gaming, music, AU-specific services, and utilities. Zero-config local tools plus platform connectors. `npx @unclick/mcp-server`
- [Markgatcha/universal-mcp-toolkit](https://github.com/Markgatcha/universal-mcp-toolkit) [](https://glama.ai/mcp/servers/Markgatcha/universal-mcp-toolkit) ๐ โ๏ธ ๐ ๐ ๐ช ๐ง - A universal MCP aggregator toolkit that connects AI agents to multiple MCP servers through a single unified configuration. Features ready-made templates, cross-repo prompt workflows, and an npm package for zero-config installation.universal MCP aggregator toolkit that connects AI agents to multiple MCP servers through a single unified configuration. Features ready-made templates, cross-repo prompt workflows, and an npm package for zero-config installation.
+- [MastadoonPrime/sylex-search](https://github.com/MastadoonPrime/sylex-search) [](https://glama.ai/mcp/servers/MastadoonPrime/sylex-search) ๐ ๐ โ๏ธ ๐ ๐ช ๐ง - Universal search engine for AI agents. Discover products, services, and businesses across every category. 10 MCP tools, zero LLM calls, millisecond responses. `npx sylex-search`
- [merterbak/Grok-MCP](https://github.com/merterbak/Grok-MCP) ๐ โ๏ธ ๐ ๐ช ๐ง - MCP server for xAI's [Grok API](https://docs.x.ai/docs/overview) with agentic tool calling, image generation, vision, and file support.
- [metatool-ai/metatool-app](https://github.com/metatool-ai/metatool-app) ๐ โ๏ธ ๐ ๐ ๐ช ๐ง - MetaMCP is the one unified middleware MCP server that manages your MCP connections with GUI.
- [MikkoParkkola/mcp-gateway](https://github.com/MikkoParkkola/mcp-gateway) [](https://glama.ai/mcp/servers/MikkoParkkola/mcp-gateway) ๐๏ธ ๐ ๐ ๐ช ๐ง - Universal MCP gateway with single-port multiplexing and Meta-MCP. 4 meta-tools replace 100+ registrations, saving 95% context window. Hot-reloadable capabilities, OpenAPI auto-import, 42 starter capabilities (25 zero-config).
@@ -174,10 +177,12 @@ Servers for accessing many apps and tools through a single MCP server.
- [PipedreamHQ/pipedream](https://github.com/PipedreamHQ/pipedream/tree/master/modelcontextprotocol) โ๏ธ ๐ - Connect with 2,500 APIs with 8,000+ prebuilt tools, and manage servers for your users, in your own app.
- [portel-dev/ncp](https://github.com/portel-dev/ncp) ๐ โ๏ธ ๐ ๐ ๐ช ๐ง - NCP orchestrates your entire MCP ecosystem through intelligent discovery, eliminating token overhead while maintaining 98.2% accuracy.
- [profullstack/mcp-server](https://github.com/profullstack/mcp-server) ๐ โ๏ธ ๐ ๐ ๐ช ๐ง - A comprehensive MCP server aggregating 20+ tools including SEO optimization, document conversion, domain lookup, email validation, QR generation, weather data, social media posting, security scanning, and more developer utilities.
+- [RipperMercs/tensorfeed](https://github.com/RipperMercs/tensorfeed/tree/main/mcp-server) [](https://glama.ai/mcp/servers/RipperMercs/tensorfeed) ๐ โ๏ธ - Real-time AI industry intelligence MCP server. 6 free tools (AI news, service status, model pricing, today summary, agent activity, MCP registry snapshot) and 13 paid premium tools (routing recommendations, news search, history series, cost projection, provider deep-dive, model comparison, agents directory, what's new brief, MCP registry series, webhook watches with daily/weekly digest tier). Pay-per-call in USDC on Base mainnet, no accounts. `npx -y @tensorfeed/mcp-server`
- [robhunter/agentdeals](https://github.com/robhunter/agentdeals) [](https://glama.ai/mcp/servers/robhunter/agentdeals) ๐ โ๏ธ - 1,500+ developer infrastructure deals, free tiers, and startup programs across 54 categories. Search deals, compare vendors, plan stacks, and track pricing changes. REST API and web browser at [agentdeals.dev](https://agentdeals.dev).
- [rupinder2/mcp-orchestrator](https://github.com/rupinder2/mcp-orchestrator) ๐ ๐ ๐ ๐ชฉ ๐ง - Central hub that aggregates tools from multiple MCP servers with unified BM25/regex search and deferred loading.
- [supertrained/rhumb](https://github.com/supertrained/rhumb) [](https://glama.ai/mcp/servers/supertrained/rhumb) ๐ โ๏ธ ๐ ๐ช ๐ง - Agent-native tool intelligence across 1,000+ scored services. 21 MCP tools: discover services, check AN Scores, compare alternatives, resolve capabilities to ranked providers, execute through 3 credential modes (managed, BYOK, agent vault), track costs with receipts, and inspect failure modes. Zero-signup option via x402 micropayments.
- [sitbon/magg](https://github.com/sitbon/magg) ๐ ๐ช ๐ง โ๏ธ ๐ ๐ - Magg: A meta-MCP server that acts as a universal hub, allowing LLMs to autonomously discover, install, and orchestrate multiple MCP servers - essentially giving AI assistants the power to extend their own capabilities on-demand.
+- [smart-mcp-proxy/mcpproxy-go](https://github.com/smart-mcp-proxy/mcpproxy-go) [](https://glama.ai/mcp/servers/smart-mcp-proxy/mcpproxy-go) ๐๏ธ ๐ ๐ ๐ช ๐ง - Local MCP proxy with BM25 tool filtering, quarantine security, activity logging, and web UI. Routes multiple servers through a single endpoint.
- [sonnyflylock/voxie-ai-directory-mcp](https://github.com/sonnyflylock/voxie-ai-directory-mcp) ๐ โ๏ธ - AI Phone Number Directory providing access to AI services via webchat. Query Voxie AI personas and third-party services like ChatGPT, with instant webchat URLs for free interactions.
- [SureScaleAI/openai-gpt-image-mcp](https://github.com/SureScaleAI/openai-gpt-image-mcp) ๐ โ๏ธ - OpenAI GPT image generation/editing MCP server.
- [sxhxliang/mcp-access-point](https://github.com/sxhxliang/mcp-access-point) ๐ โ๏ธ ๐ ๐ ๐ช ๐ง - Turn a web service into an MCP server in one click without making any code changes.
@@ -218,6 +223,7 @@ Access and explore art collections, cultural heritage, and museum databases. Ena
- [attalla1/photopea-mcp-server](https://github.com/attalla1/photopea-mcp-server) [](https://glama.ai/mcp/servers/attalla1/photopea-mcp-server) ๐ ๐ ๐ ๐ช ๐ง - AI-powered image editing through Photopea with 34 tools for documents, layers, text, shapes, filters, effects, and export. `npx photopea-mcp-server`
- [burningion/video-editing-mcp](https://github.com/burningion/video-editing-mcp) ๐ - Add, Analyze, Search, and Generate Video Edits from your Video Jungle Collection
- [cantian-ai/bazi-mcp](https://github.com/cantian-ai/bazi-mcp) ๐ ๐ โ๏ธ ๐ ๐ช - Provides comprehensive and accurate Bazi (Chinese Astrology) charting and analysis
+- [cfpramod/open-museum-mcp](https://github.com/cfpramod/open-museum-mcp) [](https://glama.ai/mcp/servers/cfpramod/open-museum-mcp) ๐ โ๏ธ ๐ ๐ช ๐ง - Federated, license-verified search across The Met, Cleveland, AIC, Wikimedia Commons, and Europeana. Strict-default-deny rights gate accepts only CC0 / Public Domain Mark. Tools: search, get, cite (full / caption / short), dynasty/region discovery. `npx -y open-museum-mcp`
- [Cifero74/mcp-apple-music](https://github.com/Cifero74/mcp-apple-music) [](https://glama.ai/mcp/servers/@Cifero74/mcp-apple-music) ๐ ๐ ๐ - Full Apple Music integration: search catalog, browse personal library, manage playlists, and get personalised recommendations.- [codex-curator/studiomcphub](https://github.com/codex-curator/studiomcphub) [](https://glama.ai/mcp/servers/@codex-curator/studio-mcp-hub) ๐ โ๏ธ - 32 creative AI tools (18 free) for autonomous agents: image generation (SD 3.5), ESRGAN upscaling, background removal, product mockups, CMYK conversion, print-ready PDF, SVG vectorization, invisible watermarking, AI metadata enrichment, provenance, Arweave storage, NFT minting, and 53K+ museum artworks. Pay per call via x402/Stripe/GCX.
- [ConstantineB6/comfy-pilot](https://github.com/ConstantineB6/comfy-pilot) ๐ ๐ - MCP server for ComfyUI that lets AI agents view, edit, and run node-based image generation workflows with an embedded terminal.
- [cswkim/discogs-mcp-server](https://github.com/cswkim/discogs-mcp-server) ๐ โ๏ธ - MCP server to interact with the Discogs API
@@ -229,6 +235,7 @@ Access and explore art collections, cultural heritage, and museum databases. Ena
- [gupta-kush/spotify-mcp](https://github.com/gupta-kush/spotify-mcp) ๐ โ๏ธ ๐ ๐ช ๐ง - 93-tool Spotify server with smart shuffle, natural language song search, vibe analysis, artist network mapping, taste evolution, and playlist power tools. Works after Spotify's Feb 2026 API changes.
- [jau123/MeiGen-AI-Design-MCP](https://github.com/jau123/MeiGen-AI-Design-MCP) [](https://glama.ai/mcp/servers/@jau123/mei-gen-ai-design-mcp) ๐ โ๏ธ ๐ - AI image generation & editing MCP server with 1,500+ curated prompt library, smart prompt enhancement, and multi-provider routing (local ComfyUI, MeiGen Cloud, OpenAI-compatible APIs).
- [khglynn/spotify-bulk-actions-mcp](https://github.com/khglynn/spotify-bulk-actions-mcp) ๐ โ๏ธ - Bulk Spotify operations with confidence-scored song matching, batch playlist creation from CSV/podcast lists, and library exports for discovering your most-saved artists and albums.
+- [leonardoca1/aesthetics-wiki-mcp](https://github.com/leonardoca1/aesthetics-wiki-mcp) [](https://glama.ai/mcp/servers/leonardoca1/aesthetics-wiki-mcp) ๐ ๐ ๐ ๐ช ๐ง - Search, read, and discover thousands of visual aesthetics (cottagecore, dark academia, y2k, goblincore, and many more) from the [Aesthetics Wiki](https://aesthetics.fandom.com). Great for moodboards, brand direction, and creative inspiration. `uvx aesthetics-wiki-mcp`
- [mikechao/metmuseum-mcp](https://github.com/mikechao/metmuseum-mcp) ๐ โ๏ธ - Metropolitan Museum of Art Collection API integration to search and display artworks in the collection.
- [mikan-atomoki/text-to-model](https://github.com/mikan-atomoki/text-to-model) [](https://glama.ai/mcp/servers/mikan-atomoki/text-to-model) ๐ ๐ ๐ช ๐ - Turn natural language into 3D models in Fusion 360. 64 CAD tools including sketches, extrudes, fillets, and JIS standard parts.
- [molanojustin/smithsonian-mcp](https://github.com/molanojustin/smithsonian-mcp) ๐ โ๏ธ - MCP server that provides AI assistants with access to the Smithsonian Institution's Open Access collections.
@@ -255,8 +262,10 @@ Design and visualize software architecture, system diagrams, and technical docum
- [betterhyq/mermaid-grammer-inspector-mcp](https://github.com/betterhyq/mermaid_grammer_inspector_mcp) ๐ ๐ ๐ ๐ช ๐ง - A Model Context Protocol (MCP) server for validating Mermaid diagram syntax and providing comprehensive grammar checking capabilities
- [BV-Venky/excalidraw-architect-mcp](https://github.com/BV-Venky/excalidraw-architect-mcp) [](https://glama.ai/mcp/servers/@BV-Venky/excalidraw-architect-mcp) ๐ ๐ ๐ ๐ช ๐ง - Generate beautiful Excalidraw architecture diagrams with auto-layout, architecture-aware component styling, and stateful editing. 50+ technology mappings including databases, message queues, caches, and more. No API keys required.
- [erajasekar/ai-diagram-maker-mcp](https://github.com/erajasekar/ai-diagram-maker-mcp) [](https://glama.ai/mcp/servers/erajasekar/ai-diagram-maker-mcp) ๐ โ๏ธ ๐ ๐ ๐ช ๐ง - MCP server for AI Diagram Maker โ generate flowcharts, sequence diagrams, ERDs, system/network architecture, UML, mindmap, and workflow from natural language, code, ASCII, images, or Mermaid. Inline rendering using MCP Apps UI and editable diagram URLs. Requires API key.
+- [flowzap-xyz/flowzap-mcp](https://github.com/flowzap-xyz/flowzap-mcp) [](https://glama.ai/mcp/servers/flowzap-xyz/flowzap-mcp) ๐ โ๏ธ ๐ ๐ ๐ช ๐ง - Create workflow, sequence, and architecture diagrams using FlowZap Code DSL. 7 tools for validation, playground URL generation, syntax docs, graph export, artifact parsing, diffing, and patching. No API key required. Install via NPM: `npx -y flowzap-mcp`
- [GittyBurstein/mermaid-mcp-server](https://github.com/GittyBurstein/mermaid-mcp-server) ๐ โ๏ธ - MCP server that turns local projects or GitHub repositories into Mermaid diagrams and renders them via Kroki.
- [Narasimhaponnada/mermaid-mcp](https://github.com/Narasimhaponnada/mermaid-mcp) ๐ โ๏ธ ๐ ๐ช ๐ง - AI-powered Mermaid diagram generation with 22+ diagram types including flowcharts, sequence diagrams, class diagrams, ER diagrams, architecture diagrams, state machines, and more. Features 50+ pre-built templates, advanced layout engines, SVG/PNG/PDF exports, and seamless integration with GitHub Copilot, Claude, and any MCP-compatible client. Install via NPM: `npm install -g @narasimhaponnada/mermaid-mcp-server`
+- [rdanieli/tentra-mcp](https://github.com/rdanieli/tentra-mcp) [](https://glama.ai/mcp/servers/rdanieli/tentra-mcp) ๐ โ๏ธ ๐ ๐ ๐ช ๐ง - AI-native architecture platform for engineering teams. Describe a system in natural language (e.g. "payment service with Stripe, Kafka, PostgreSQL") โ get an interactive typed diagram with 167 cloud components โ export to 14 production frameworks (Java Spring Boot, Python FastAPI, Go chi, Rust Axum, .NET, Kotlin Ktor, Ruby Rails, Elixir Phoenix, Docker Compose, Terraform, Mermaid, ADR, and more). Drift detection (`sync_architecture`) scores saved diagrams against live code 0โ100 with a structured diff. 9 quality-lint rules catch orphans, SPOFs, god services. Also includes a secondary persistent code-graph layer for AI coding agents (free offline via `npx tentra-mcp --local init`). Agent-as-LLM pattern โ zero LLM cost on our side, zero API key on yours. 35 MCP tools. Works in Cursor, Claude Code, Codex, Windsurf.
### Biology, Medicine and Bioinformatics
- [ammawla/encode-toolkit](https://github.com/ammawla/encode-toolkit) [](https://glama.ai/mcp/servers/ammawla/encode-toolkit) ๐ง - MCP server and Claude Plugin for a full ENCODE Project genomic data and analysis toolkit โ search, download, track, and analyze functional genomics experiments.
@@ -267,6 +276,7 @@ Design and visualize software architecture, system diagrams, and technical docum
- [HelixGenomics/Genomic-Agent-Discovery](https://github.com/HelixGenomics/Genomic-Agent-Discovery) [](https://glama.ai/mcp/servers/HelixGenomics/Genomic-Agent-Discovery) ๐ ๐ - Multi-agent MCP server for genomic analysis โ specialized AI agents analyze raw DNA files across 16 databases (ClinVar, GWAS, gnomAD, CPIC, AlphaMissense, and more) and coordinate findings through shared MCP tools. Privacy-first, runs locally.
- [hlydecker/ucsc-genome-mcp](https://github.com/hlydecker/ucsc-genome-mcp) ๐ โ๏ธ - MCP server to interact with the UCSC Genome Browser API, letting you find genomes, chromosomes, and more.
- [JamesANZ/medical-mcp](https://github.com/JamesANZ/medical-mcp) ๐ ๐ - An MCP server that provides access to medical information, drug databases, and healthcare resources. Enables AI assistants to query medical data, drug interactions, and clinical guidelines.
+- [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) ๐ โ๏ธ - Healthcare billing AI for agents: ICD-10/CPT/HCPCS code lookup (81,769 codes with RVU + OPPS pricing), prior auth prediction, medical NER, claims validation, denial-risk scoring, HIPAA compliance auditing, and NPI/drug enrichment. 20 tools, 10 free credits then pay-per-call via credits or anonymous USDC (x402). `npx @mymedi-ai/mcp-server`
- [NyxToolsDev/dicom-hl7-mcp-server](https://github.com/NyxToolsDev/dicom-hl7-mcp-server) [](https://glama.ai/mcp/servers/NyxToolsDev/dicom-hl7-mcp-server) ๐ ๐ - The only MCP server bridging DICOM, HL7v2, and FHIR in one package. Cross-standard mapping, Mirth Connect channel generation, vendor private tag decoding (GE, Siemens, Philips), and integration pattern knowledge. Built by a 19-year healthcare IT veteran. `pip install dicom-hl7-mcp`
- [longevity-genie/biothings-mcp](https://github.com/longevity-genie/biothings-mcp) ๐ ๐ โ๏ธ - MCP server to interact with the BioThings API, including genes, genetic variants, drugs, and taxonomic information.
- [longevity-genie/gget-mcp](https://github.com/longevity-genie/gget-mcp) ๐ ๐ โ๏ธ - MCP server providing a powerful bioinformatics toolkit for genomics queries and analysis, wrapping the popular `gget` library.
@@ -274,6 +284,7 @@ Design and visualize software architecture, system diagrams, and technical docum
- [longevity-genie/synergy-age-mcp](https://github.com/longevity-genie/synergy-age-mcp) ๐๏ธ ๐ ๐ โ๏ธ - MCP server for the SynergyAge database of synergistic and antagonistic genetic interactions in longevity.
- [neptun2000/heor-agent-mcp](https://github.com/neptun2000/heor-agent-mcp) [](https://glama.ai/mcp/servers/neptun2000/heor-agent-mcp) ๐ โ๏ธ - HEOR (Health Economics and Outcomes Research) MCP server with 7 tools for literature search across 41 medical data sources (PubMed, NICE, CADTH, ICER, etc.), cost-effectiveness modeling (Markov/PartSA/PSA), and HTA dossier preparation for pharmaceutical and biotech teams.
- [OHNLP/omop_mcp](https://github.com/OHNLP/omop_mcp) ๐ ๐ โ๏ธ - Map clinical terminology to OMOP concepts using LLMs for healthcare data standardization and interoperability.
+- [tatsuju/opdstar-nhi-mcp](https://github.com/tatsuju/opdstar-nhi-mcp) [](https://glama.ai/mcp/servers/tatsuju/opdstar-nhi-mcp) ๐ โ๏ธ - Taiwan's first public MCP server for National Health Insurance (NHI) data โ 234 rejection codes, 1,497 ICD-10โprocedure mappings across 20 specialties, audit indicators (008/014/027/P043), and semantic wiki search over 8,232 chunks of official NHI documentation. Powered by [OPDSTAR](https://opdstar.com). Install: `npx @opdstar/nhi-mcp`.
- [pkotecha-eng/aria-mcp-server](https://github.com/pkotecha-eng/aria-mcp-server) [](https://glama.ai/mcp/servers/pkotecha-eng/aria-mcp-server) ๐ - Clinical research MCP server for trial coordinators and life sciences teams. Real-time access to PubMed (35M+ papers) and ClinicalTrials.gov (400K+ trials). No API key required.
- [the-momentum/apple-health-mcp-server](https://github.com/the-momentum/apple-health-mcp-server) ๐ ๐ ๐ ๐ช ๐ง - An MCP server that provides access to exported data from Apple Health. Data analytics included.
- [the-momentum/fhir-mcp-server](https://github.com/the-momentum/fhir-mcp-server) ๐ ๐ โ๏ธ - MCP Server that connects AI agents to FHIR servers. One example use case is querying patient history in natural language.
@@ -291,6 +302,7 @@ Web content access and automation capabilities. Enables searching, scraping, and
- [apireno/DOMShell](https://github.com/apireno/DOMShell) [](https://glama.ai/mcp/servers/@apireno/domshell) ๐ ๐ - Browse the web using filesystem commands (ls, cd, grep, click). 38 MCP tools map Chrome's Accessibility Tree to a virtual filesystem via a Chrome Extension.
- [automatalabs/mcp-server-playwright](https://github.com/Automata-Labs-team/MCP-Server-Playwright) ๐ - An MCP server for browser automation using Playwright
- [BB-fat/browser-use-rs](https://github.com/BB-fat/browser-use-rs) ๐ฆ Lightweight browser automation MCP server in Rust with zero dependencies.
+- [bch1212/agentfetch-mcp](https://github.com/bch1212/agentfetch-mcp) [](https://glama.ai/mcp/servers/bch1212/agentfetch-mcp) ๐ โ๏ธ ๐ ๐ ๐ช ๐ง - Token-budgeted web fetch for AI agents. Auto-routes between Trafilatura, Jina Reader, FireCrawl, and pypdf based on URL pattern. `estimate_tokens` before `fetch_url`, 6h Redis cache, server-side `max_tokens` truncation. Open source MCP server (MIT) plus hosted REST API at [agentfetch.dev](https://www.agentfetch.dev) โ 500 free fetches/mo, no card.
- [bighippoman/intercept-mcp](https://github.com/bighippoman/intercept-mcp) [](https://glama.ai/mcp/servers/bighippoman/intercept-mcp) ๐ ๐ - Multi-tier fallback chain for fetching web content as clean markdown. Handles tweets, YouTube, arXiv, PDFs, and regular pages with 9 fallback strategies.
- [blackwhite084/playwright-plus-python-mcp](https://github.com/blackwhite084/playwright-plus-python-mcp) ๐ - An MCP python server using Playwright for browser automation,more suitable for llm
- [browserbase/mcp-server-browserbase](https://github.com/browserbase/mcp-server-browserbase) ๐๏ธ ๐ - Automate browser interactions in the cloud (e.g. web navigation, data extraction, form filling, and more)
@@ -306,6 +318,7 @@ Web content access and automation capabilities. Enables searching, scraping, and
- [getrupt/ashra-mcp](https://github.com/getrupt/ashra-mcp) ๐ ๐ - Extract structured data from any website. Just prompt and get JSON.
- [hanzili/comet-mcp](https://github.com/hanzili/comet-mcp) ๐ ๐ ๐ - Connect to Perplexity Comet browser for agentic web browsing, deep research, and real-time task monitoring.
- [LarryWalkerDEV/mcp-immostage](https://github.com/LarryWalkerDEV/mcp-immostage) ๐ โ๏ธ - AI virtual staging for real estate. Stage empty rooms, beautify floor plans into 3D renders, classify room images, generate property descriptions, and get style recommendations.
+- [LeonTing1010/tap](https://github.com/LeonTing1010/tap) [](https://glama.ai/mcp/servers/LeonTing1010/tap) ๐ ๐ ๐ ๐ช ๐ง - MCP server that compiles AI browser automation into deterministic `.tap.json` plans (25-op closed union, zero runtime LLM), runs on your logged-in Chrome, and detects drift via semantic fingerprint diff when sites change. 65+ open community taps on 40+ sites.
- [markmircea/Selenix-MCP-Server](https://github.com/markmircea/Selenix-MCP-Server) [](https://glama.ai/mcp/servers/markmircea/Selenix-MCP-Server) ๐ ๐ ๐ ๐ช ๐ง - MCP server bridging Claude Desktop with Selenix for browser automation and testing. Create, run, debug, and manage browser tests through natural language.
- [imprvhub/mcp-browser-agent](https://github.com/imprvhub/mcp-browser-agent) ๐ ๐ - A Model Context Protocol (MCP) integration that provides Claude Desktop with autonomous browser automation capabilities.
- [kimtaeyoon83/mcp-server-youtube-transcript](https://github.com/kimtaeyoon83/mcp-server-youtube-transcript) ๐ โ๏ธ - Fetch YouTube subtitles and transcripts for AI analysis
@@ -318,6 +331,7 @@ Web content access and automation capabilities. Enables searching, scraping, and
- [modelcontextprotocol/server-puppeteer](https://github.com/modelcontextprotocol/servers-archived/tree/main/src/puppeteer) ๐ ๐ - Browser automation for web scraping and interaction
- [ndthanhdev/mcp-browser-kit](https://github.com/ndthanhdev/mcp-browser-kit) ๐ ๐ - An MCP Server that enables AI assistants to interact with your local browsers.
- [nnemirovsky/iwdp-mcp](https://github.com/nnemirovsky/iwdp-mcp) [](https://glama.ai/mcp/servers/nnemirovsky/iwdp-mcp) ๐๏ธ ๐ ๐ ๐ง - iOS Safari debugging via ios-webkit-debug-proxy โ MCP server with full WebKit Inspector Protocol support (DOM, CSS, Network, Storage, Debugger, and more)
+- [Metadrama/obscura-mcp](https://github.com/Metadrama/obscura-mcp) [](https://glama.ai/mcp/servers/Metadrama/obscura-mcp) ๐ โ๏ธ ๐ง ๐ช ๐ - MCP server adapter for the lightweight Rust headless browser Obscura โ high-performance web scraping with anti-detection. Perfect for AI agent automation. Server can run [locally](https://github.com/Metadrama/obscura-mcp) or as [hosted endpoint](https://glama.ai/mcp/connectors).
- [olostep/olostep-mcp-server](https://github.com/olostep/olostep-mcp-server) ๐ โ๏ธ - Web scraping, crawling, and search API. Extract content in Markdown/JSON, batch process 10k URLs, and get AI-powered answers with citations.
- [operative_sh/web-eval-agent](https://github.com/Operative-Sh/web-eval-agent) ๐ ๐ ๐ - An MCP Server that autonomously debugs web applications with browser-use browser agents
- [ofershap/real-browser-mcp](https://github.com/ofershap/real-browser-mcp) [](https://glama.ai/mcp/servers/ofershap/real-browser-mcp) ๐ ๐ - MCP server + Chrome extension that gives AI agents control of the user's real browser with existing sessions, logins, and cookies. No headless browser, no re-authentication.
@@ -362,6 +376,7 @@ Cloud platform service integration. Enables management and interaction with clou
- [erikhoward/adls-mcp-server](https://github.com/erikhoward/adls-mcp-server) ๐ โ๏ธ/๐ - MCP Server for Azure Data Lake Storage. It can perform manage containers, read/write/upload/download operations on container files and manage file metadata.
- [espressif/esp-rainmaker-mcp](https://github.com/espressif/esp-rainmaker-mcp) ๐๏ธ ๐ ๐ โ๏ธ ๐ - Official Espressif MCP Server to manage and control ESP RainMaker Devices.
- [flux159/mcp-server-kubernetes](https://github.com/Flux159/mcp-server-kubernetes) ๐ โ๏ธ/๐ - Typescript implementation of Kubernetes cluster operations for pods, deployments, services.
+- [GeiserX/spinnaker-mcp](https://github.com/GeiserX/spinnaker-mcp) [](https://glama.ai/mcp/servers/GeiserX/spinnaker-mcp) ๐๏ธ โ๏ธ - A bridge that exposes any Spinnaker instance as an MCP server via the Gate API, enabling management of applications, pipelines, executions, and cloud infrastructure.
- [hardik-id/azure-resource-graph-mcp-server](https://github.com/hardik-id/azure-resource-graph-mcp-server) ๐ โ๏ธ/๐ - A Model Context Protocol server for querying and analyzing Azure resources at scale using Azure Resource Graph, enabling AI assistants to explore and monitor Azure infrastructure.
- [hashicorp/terraform-mcp-server](https://github.com/hashicorp/terraform-mcp-server) - ๐๏ธ๐๏ธโ๏ธ - The official Terraform MCP Server seamlessly integrates with the Terraform ecosystem, enabling provider discovery, module analysis, and direct Registry API integration for advanced Infrastructure as Code workflows.
- [jasonwilbur/cloud-cost-mcp](https://github.com/jasonwilbur/cloud-cost-mcp) ๐ โ๏ธ ๐ ๐ช ๐ง - Multi-cloud pricing comparison across AWS, Azure, GCP, and OCI with 2,700+ instance types. Real-time pricing from public APIs, workload calculators, and migration savings estimator.
@@ -385,6 +400,7 @@ Cloud platform service integration. Enables management and interaction with clou
- [ofershap/mcp-server-s3](https://github.com/ofershap/mcp-server-s3) [](https://glama.ai/mcp/servers/ofershap/mcp-server-s3) ๐ โ๏ธ - AWS S3 operations โ list buckets, browse objects, upload/download files, and generate presigned URLs.
- [pibblokto/cert-manager-mcp-server](https://github.com/pibblokto/cert-manager-mcp-server) ๐ ๐/๐ง โ๏ธ - mcp server for [cert-manager](https://github.com/cert-manager/cert-manager) management and troubleshooting
- [portainer/portainer-mcp](https://github.com/portainer/portainer-mcp) ๐๏ธ โ๏ธ/๐ - A powerful MCP server that enables AI assistants to seamlessly interact with Portainer instances, providing natural language access to container management, deployment operations, and infrastructure monitoring capabilities.
+- [s-b-e-n-s-o-n/portkey-admin-mcp](https://github.com/s-b-e-n-s-o-n/portkey-admin-mcp) [](https://glama.ai/mcp/servers/s-b-e-n-s-o-n/portkey-admin-mcp) ๐ โ๏ธ - MCP server for the Portkey AI Gateway Admin API โ 150 tools for prompts, configs, analytics, keys, guardrails, integrations, and more.
- [pulumi/mcp-server](https://github.com/pulumi/mcp-server) ๐๏ธ ๐ ๐ - MCP server for interacting with Pulumi using the Pulumi Automation API and Pulumi Cloud API. Enables MCP clients to perform Pulumi operations like retrieving package information, previewing changes, deploying updates, and retrieving stack outputs programmatically.
- [pythonanywhere/pythonanywhere-mcp-server](https://github.com/pythonanywhere/pythonanywhere-mcp-server) ๐ ๐ - MCP server implementation for PythonAnywhere cloud platform.
- [qiniu/qiniu-mcp-server](https://github.com/qiniu/qiniu-mcp-server) ๐ โ๏ธ - A MCP built on Qiniu Cloud products, supporting access to Qiniu Cloud Storage, media processing services, etc.
@@ -409,6 +425,8 @@ Cloud platform service integration. Enables management and interaction with clou
- [weibaohui/k8m](https://github.com/weibaohui/k8m) ๐๏ธ โ๏ธ/๐ - Provides MCP multi-cluster Kubernetes management and operations, featuring a management interface, logging, and nearly 50 built-in tools covering common DevOps and development scenarios. Supports both standard and CRD resources.
- [weibaohui/kom](https://github.com/weibaohui/kom) ๐๏ธ โ๏ธ/๐ - Provides MCP multi-cluster Kubernetes management and operations. It can be integrated as an SDK into your own project and includes nearly 50 built-in tools covering common DevOps and development scenarios. Supports both standard and CRD resources.
- [wenhuwang/mcp-k8s-eye](https://github.com/wenhuwang/mcp-k8s-eye) ๐๏ธ โ๏ธ/๐ - MCP Server for kubernetes management, and analyze your cluster, application health
+- [Woobox/hatchable-mcp](https://github.com/Woobox/hatchable-mcp) [](https://glama.ai/mcp/servers/Woobox/hatchable-mcp) ๐๏ธ โ๏ธ - Build and host full-stack web apps and sites on Hatchable from any MCP client. DB, auth, storage, domains, and cron per project. Free tier.
+- [xmpuspus/cloudwright](https://github.com/xmpuspus/cloudwright) [](https://glama.ai/mcp/servers/xmpuspus/cloudwright) ๐ โ๏ธ - Natural-language cloud architecture intelligence for AWS, GCP, Azure, and Databricks. 19 tools for architecture design, cost estimation, compliance validation (HIPAA, SOC 2, FedRAMP, GDPR, PCI-DSS, Well-Architected), security scanning, Terraform/CloudFormation export, and blast-radius analysis.
### ๐จโ๐ป Code Execution
@@ -416,6 +434,7 @@ Code execution servers. Allow LLMs to execute code in a secure environment, e.g.
- [alfonsograziano/node-code-sandbox-mcp](https://github.com/alfonsograziano/node-code-sandbox-mcp) ๐ ๐ โ A Node.js MCP server that spins up isolated Docker-based sandboxes for executing JavaScript snippets with on-the-fly npm dependency installation and clean teardown
- [alvii147/piston-mcp](https://github.com/alvii147/piston-mcp) ๐ โ๏ธ ๐ง ๐ ๐ช - MCP server that lets LLMs execute code through the Piston remote code execution engine, with a zero-config `uv` setup and a ready-to-use Claude Desktop config example.
+- [asif-nvc/e2b-sandbox-mcp](https://github.com/asif-nvc/e2b-sandbox-mcp) [](https://glama.ai/mcp/servers/asif-nvc/e2b-sandbox-mcp) ๐ โ๏ธ ๐ ๐ช ๐ง - Connect Claude Code with E2B cloud sandboxes โ 29 tools for creating isolated Linux VMs, cloning repos, running commands, managing files, and performing git operations without touching the local machine.
- [ckanthony/openapi-mcp](https://github.com/ckanthony/openapi-mcp) ๐๏ธ โ๏ธ - OpenAPI-MCP: Dockerized MCP Server to allow your AI agent to access any API with existing api docs.
- [dagger/container-use](https://github.com/dagger/container-use) ๐๏ธ ๐ ๐ง ๐ ๐ช - Containerized environments for coding agents. Multiple agents can work independently, isolated in fresh containers and git branches. No conflicts, many experiments. Full execution history, terminal access to agent environments, git workflow. Any agent/model/infra stack.
- [gwbischof/outsource-mcp](https://github.com/gwbischof/outsource-mcp) ๐ โ๏ธ - Give your AI assistant its own AI assistants. For example: "Could you ask openai to generate an image of a dog?"
@@ -433,14 +452,17 @@ Code execution servers. Allow LLMs to execute code in a secure environment, e.g.
Full coding agents that enable LLMs to read, edit, and execute code and solve general programming tasks completely autonomously.
+- [agent-blueprint/mcp-server](https://github.com/agent-blueprint/mcp-server) [](https://glama.ai/mcp/servers/agent-blueprint/mcp-server) ๐ โ๏ธ - 8 MCP tools for exploring and downloading AI agent blueprints. List blueprints, get summaries, download full Agent Skills directories for implementation by coding agents. Vendor-agnostic output works with any enterprise platform. Install: `npx agentblueprint`.
- [agentic-mcp-tools/owlex](https://github.com/agentic-mcp-tools/owlex) ๐ ๐ ๐ ๐ช ๐ง - AI council server: query CLI agents (Claude Code, Codex, Gemini, and OpenCode) in parallel with deliberation rounds
- [alpadalar/netops-mcp](https://github.com/alpadalar/netops-mcp) ๐ ๐ - Comprehensive DevOps and networking MCP server providing standardized access to essential infrastructure tools. Features network monitoring, system diagnostics, automation workflows, and infrastructure management with AI-powered operational insights.
- [askbudi/roundtable](https://github.com/askbudi/roundtable) ๐ ๐ - Zero-configuration MCP server that unifies multiple AI coding assistants (Claude Code, Cursor, Codex) through intelligent auto-discovery and standardized interface. Essential infrastructure for autonomous agent development and multi-AI collaboration workflows.
- [automateyournetwork/pyATS_MCP](https://github.com/automateyournetwork/pyATS_MCP) - Cisco pyATS server enabling structured, model-driven interaction with network devices.
+- [avansaber/tailtest-cline](https://github.com/avansaber/tailtest-cline) [](https://glama.ai/mcp/servers/avansaber/tailtest-cline) ๐ ๐ ๐ ๐ช ๐ง - Adversarial test generation for AI coding sessions. Detects language and framework; writes tests; runs them; classifies failures via R12 (real_bug / environment / test_bug). Ships 8 adversarial scenario categories. Works in Cline directly and in 8+ editors via Cline host coverage. 162 plugin tests. MIT.
- [aybelatchane/mcp-server-terminal](https://github.com/aybelatchane/mcp-server-terminal) ๐ฆ ๐ ๐ ๐ช ๐ง - Playwright for terminals - interact with TUI/CLI applications through structured Terminal State Tree representation with element detection.
- [aymericzip/intlayer](https://github.com/aymericzip/intlayer) ๐ โ๏ธ ๐ - A MCP Server that enhance your IDE with AI-powered assistance for Intlayer i18n / CMS tool: smart CLI access, access to the docs.
- [spyrae/claude-concilium](https://github.com/spyrae/claude-concilium) ๐ ๐ ๐ ๐ช ๐ง - Multi-agent AI consultation framework for Claude Code. Three MCP servers wrapping CLI tools (Codex, Gemini, Qwen) for parallel code review and problem-solving with fallback chains and error detection. Includes ready-to-use Claude Code skill.
- [blakerouse/ssh-mcp](https://github.com/blakerouse/ssh-mcp) ๐๏ธ ๐ ๐ ๐ช ๐ง - MCP server exposing SSH control for Linux and Windows servers. Allows long running commands and the ability to perform commands on multiple hosts at the same time.
+- [sipyourdrink-ltd/bernstein](https://github.com/sipyourdrink-ltd/bernstein) [](https://glama.ai/mcp/servers/chernistry/bernstein) ๐ ๐ โ๏ธ ๐ ๐ช ๐ง - Deterministic multi-agent orchestrator for 37 CLI coding agents (Claude Code, Codex, Cursor, Aider, Gemini CLI, GitHub Copilot CLI, OpenHands, OpenCode, Goose, Qwen, Ollama, and more). MCP server mode (stdio + HTTP/SSE) exposes the orchestrator to any MCP client. Git worktree isolation per agent, HMAC-chained audit trail, cost-aware model routing via contextual bandit. Apache 2.0.
- [doggybee/mcp-server-leetcode](https://github.com/doggybee/mcp-server-leetcode) ๐ โ๏ธ - An MCP server that enables AI models to search, retrieve, and solve LeetCode problems. Supports metadata filtering, user profiles, submissions, and contest data access.
- [eirikb/any-cli-mcp-server](https://github.com/eirikb/any-cli-mcp-server) ๐ ๐ - Universal MCP server that transforms any CLI tool into an MCP server. Works with any CLI that has `--help` output, supports caching for performance.
- [ezyang/codemcp](https://github.com/ezyang/codemcp) ๐ ๐ - Coding agent with basic read, write and command line tools.
@@ -450,6 +472,7 @@ Full coding agents that enable LLMs to read, edit, and execute code and solve ge
- [TT-Wang/forge](https://github.com/TT-Wang/forge) [](https://glama.ai/mcp/servers/TT-Wang/forge) ๐ ๐ ๐ ๐ช ๐ง - Structured planning, parallel execution in git worktrees, and deep validation for Claude Code. Turns a one-line objective into a validated DAG of modules executed by worker agents, each self-checked and cross-module-reviewed before merge-back. 7 MCP tools: `validate`, `validate_plan`, `memory_recall`, `memory_save`, `iteration_state` (per-run scoped, with stagnation/velocity/oscillation detection), `forge_logs`, `session_state`. Stdio-only. Zero telemetry.
- [g0t4/mcp-server-commands](https://github.com/g0t4/mcp-server-commands) ๐ ๐ - Run any command with `run_command` and `run_script` tools.
- [gabrielmaialva33/winx-code-agent](https://github.com/gabrielmaialva33/winx-code-agent) ๐ฆ ๐ - A high-performance Rust reimplementation of WCGW for code agents, providing shell execution and advanced file management capabilities for LLMs via MCP.
+- [hampsterx/claude-mcp-bridge](https://github.com/hampsterx/claude-mcp-bridge) [](https://glama.ai/mcp/servers/hampsterx/claude-mcp-bridge) ๐ ๐ ๐ ๐ช ๐ง - Wraps Claude Code CLI as MCP tools (query, search, structured, sessions) with subscription-first auth, cost metadata, budget caps, and granular tool sandboxing.
- [irskep/persistproc](https://github.com/irskep/persistproc) ๐ ๐ - MCP server + command line tool that allows agents to see & control long-running processes like web servers. Start, stop, restart, read logs.
- [jinzcdev/leetcode-mcp-server](https://github.com/jinzcdev/leetcode-mcp-server) ๐ โ๏ธ - MCP server enabling automated access to **LeetCode**'s programming problems, solutions, submissions and public data with optional authentication for user-specific features (e.g., notes), supporting both `leetcode.com` (global) and `leetcode.cn` (China) sites.
- [juehang/vscode-mcp-server](https://github.com/juehang/vscode-mcp-server) ๐ ๐ - A MCP Server that allows AI such as Claude to read from the directory structure in a VS Code workspace, see problems picked up by linter(s) and the language server, read code files, and make edits.
@@ -490,6 +513,8 @@ Run commands, capture output and otherwise interact with shells and command line
- [nvms/tui-mcp](https://github.com/nvms/tui-mcp) [](https://glama.ai/mcp/servers/nvms/tui-mcp) ๐ ๐ ๐ ๐ช ๐ง - What Chrome DevTools MCP is for the browser, tui-mcp is for the terminal. Launch, screenshot, and interact with any TUI app.
- [raychao-oao/pty-mcp](https://github.com/raychao-oao/pty-mcp) [](https://glama.ai/mcp/servers/raychao-oao/pty-mcp) ๐๏ธ ๐ ๐ ๐ง - Interactive PTY sessions for AI agents โ local shells, SSH with persistent sessions (ai-tmux daemon for attach/detach), and serial ports. Single Go binary, no tmux dependency.
- [ferodrigop/forge](https://github.com/ferodrigop/forge) [](https://glama.ai/mcp/servers/ferodrigop/forge) ๐ ๐ - Terminal MCP server for AI coding agents with persistent PTY sessions, ring-buffer incremental reads, headless xterm screen capture, multi-agent orchestration, and a real-time web dashboard.
+- [WhenLabs-org/when](https://github.com/WhenLabs-org/when) [](https://glama.ai/mcp/servers/WhenLabs-org/when) ๐ ๐ ๐ ๐ช ๐ง - Developer toolkit: auto-detect stack for AI context files, catch port conflicts, validate .env schemas, spot docs drift, audit dependency licenses, and time coding tasks โ 7 MCP tools, one install.
+- [LukeLamb/claude-terminal-mcp](https://github.com/LukeLamb/claude-terminal-mcp) [](https://glama.ai/mcp/servers/LukeLamb/claude-terminal-mcp) ๐ ๐ ๐ง ๐ - Terminal, filesystem, and background-job tools for Claude Desktop on Linux/macOS. Zero npm deps, pure Node.
### ๐ฌ Communication
@@ -499,6 +524,7 @@ Integration with communication platforms for message management and channel oper
- [adhikasp/mcp-twikit](https://github.com/adhikasp/mcp-twikit) ๐ โ๏ธ - Interact with Twitter search and timeline
- [agentmail-toolkit/mcp](https://github.com/agentmail-to/agentmail-toolkit/tree/main/mcp) ๐ ๐ฌ - An MCP server to create inboxes on the fly to send, receive, and take actions on email. We aren't AI agents for email, but email for AI Agents.
- [bababoi-bibilabu/agent-mq](https://github.com/bababoi-bibilabu/agent-mq) [](https://glama.ai/mcp/servers/bababoi-bibilabu/agent-mq) ๐ โ๏ธ ๐ - Message queue for AI coding assistants. Let AI agents (Claude Code, Cursor, Codex) send messages to each other across sessions and machines. UUID-based auth, self-hostable.
+- [Beltran12138/wecom-docs-mcp-server](https://github.com/Beltran12138/wecom-docs-mcp-server) [](https://glama.ai/mcp/servers/Beltran12138/wecom-docs-mcp-server) ๐ ๐ ๐ช ๐ง - WeCom (Enterprise WeChat) document operations via MCP: create, read, and edit Docs and Smartsheets (9 tools). Fills the doc-CRUD gap โ existing WeCom MCP servers only support webhook messaging.
- [areweai/tsgram-mcp](https://github.com/areweai/tsgram-mcp) - TSgram: Telegram + Claude with local workspace access on your phone in typescript. Read, write, and vibe code on the go!
- [arpitbatra123/mcp-googletasks](https://github.com/arpitbatra123/mcp-googletasks) ๐ โ๏ธ - An MCP server to interface with the Google Tasks API
- [Cactusinhand/mcp_server_notify](https://github.com/Cactusinhand/mcp_server_notify) ๐ ๐ - A MCP server that send desktop notifications with sound effect when agent tasks are completed.
@@ -557,6 +583,7 @@ Integration with communication platforms for message management and channel oper
- [qq418716640/botbell-mcp](https://github.com/qq418716640/botbell-mcp) [](https://glama.ai/mcp/servers/qq418716640/botbell-mcp) ๐ โ๏ธ - Send push notifications to iPhone, iPad, and Mac from AI assistants. Two-way messaging โ users reply in the BotBell app, AI reads and continues. Supports action buttons, Markdown, and multi-bot management via PAT.
- [saseq/discord-mcp](https://github.com/SaseQ/discord-mcp) โ ๐ ๐ ๐ ๐ช ๐ง - A MCP server for the Discord integration. Enable your AI assistants to seamlessly interact with Discord. Enhance your Discord experience with powerful automation capabilities.
- [sawa-zen/vrchat-mcp](https://github.com/sawa-zen/vrchat-mcp) - ๐ ๐ This is an MCP server for interacting with the VRChat API. You can retrieve information about friends, worlds, avatars, and more in VRChat.
+- [SirGreed808/zoho-mail-mcp](https://github.com/SirGreed808/zoho-mail-mcp) [](https://glama.ai/mcp/servers/SirGreed808/zoho-mail-mcp) ๐ ๐ - MCP server for Zoho Mail. Read, search, and send email from Claude.
- [softeria/ms-365-mcp-server](https://github.com/softeria/ms-365-mcp-server) ๐ โ๏ธ - MCP server that connects to Microsoft Office and the whole Microsoft 365 suite using Graph API (including Outlook, mail, files, Excel, calendar)
- [Spix-HQ/spix-mcp](https://github.com/Spix-HQ/spix-mcp) [](https://glama.ai/mcp/servers/Spix-HQ/spix-mcp) ๐ โ๏ธ - Give AI agents a real phone number and voice. Make outbound calls, handle inbound calls, send email, and manage contacts via 26 MCP tools. ~500ms voice latency (Deepgram Nova-3 + Claude + Cartesia Sonic-3). Install: `pip install spix-mcp`. [Free tier available](https://spix.sh).
- [teddyzxcv/ntfy-mcp](https://github.com/teddyzxcv/ntfy-mcp) - The MCP server that keeps you informed by sending the notification on phone using ntfy
@@ -566,13 +593,21 @@ Integration with communication platforms for message management and channel oper
- [wyattjoh/imessage-mcp](https://github.com/wyattjoh/imessage-mcp) ๐ ๐ ๐ - A Model Context Protocol server for reading iMessage data from macOS.
- [wyattjoh/jmap-mcp](https://github.com/wyattjoh/jmap-mcp) ๐ โ๏ธ - A Model Context Protocol (MCP) server that provides tools for interacting with JMAP (JSON Meta Application Protocol) email servers. Built with Deno and using the jmap-jam client library.
- [wazionapps/mcp-server](https://github.com/wazionapps/mcp-server) [](https://glama.ai/mcp/servers/@wazionapps/wazion-mcp-server) ๐ โ๏ธ - 244 WhatsApp Business tools: send messages, automate workflows, run campaigns, and manage CRM. Streamable HTTP + stdio.
+- [windborne/zulipmcp](https://github.com/windborne/zulipmcp) [](https://glama.ai/mcp/servers/windborne/zulipmcp) ๐ โ๏ธ - Run AI agents in Zulip as @mentionable bots โ or wire into any MCP client. Real-time listening, session management, file handling.
- [YCloud-Developers/ycloud-whatsapp-mcp-server](https://github.com/YCloud-Developers/ycloud-whatsapp-mcp-server) ๐ ๐ - MCP server for WhatsApp Business Platform by YCloud.
- [yjcho9317/nworks](https://github.com/yjcho9317/nworks) [](https://glama.ai/mcp/servers/yjcho9317/nworks) ๐ ๐ ๐ ๐ช ๐ง - NAVER WORKS CLI + MCP server. 26 tools for messages, calendar, drive, mail, tasks, and boards. AI agents can manage NAVER WORKS directly.
- [zcaceres/gtasks-mcp](https://github.com/zcaceres/gtasks-mcp) ๐ โ๏ธ - An MCP server to Manage Google Tasks
- [ztxtxwd/open-feishu-mcp-server](https://github.com/ztxtxwd/open-feishu-mcp-server) ๐ โ๏ธ ๐ - A Model Context Protocol (MCP) server with built-in Feishu OAuth authentication, supporting remote connections and providing comprehensive Feishu document management tools including block creation, content updates, and advanced features.
- [loglux/whatsapp-mcp-stream](https://github.com/loglux/whatsapp-mcp-stream) [](https://glama.ai/mcp/servers/@loglux/whatsapp-mcp-stream) ๐ ๐ ๐ ๐ช ๐ง - WhatsApp MCP server over Streamable HTTP with web admin UI (QR/status/settings), bidirectional media upload/download, and SQLite persistence.
+- [Zacccck/Claude-MCP-Read-Email-Attachments](https://github.com/Zacccck/Claude-MCP-Read-Email-Attachments) [](https://glama.ai/mcp/servers/Zacccck/Claude-MCP-Read-Email-Attachments) ๐ โ๏ธ ๐ ๐ช - Remote HTTP MCP server that reads Outlook email attachments via Microsoft Graph. Parses PDF, Word (with embedded image extraction for multimodal analysis), Excel, and text files in-memory and returns structured content directly to Claude.
+### ๐ฃ๏ธ Conversational AI
+
+Tools for building and operating AI conversation agents that hold structured dialogues with end users.
+
+- [Perspective-AI/mcp](https://github.com/Perspective-AI/mcp) [](https://glama.ai/mcp/servers/Perspective-AI/mcp) ๐๏ธ ๐ โ๏ธ - Official MCP server for [Perspective AI](https://getperspective.ai). An AI Concierge replaces static forms with adaptive AI conversations for lead qualification, customer research, onboarding feedback, and advocacy. Design conversation agents (Concierge, Interviewer, Evaluator, Advocate), analyze conversations, deploy embeds, and automate follow-ups (webhook, email, Slack, HubSpot).
+
### ๐ค Customer Data Platforms
Provides access to customer profiles inside of customer data platforms
@@ -622,6 +657,7 @@ Secure database access with schema inspection capabilities. Enables querying and
- [f4ww4z/mcp-mysql-server](https://github.com/f4ww4z/mcp-mysql-server) ๐ ๐ - Node.js-based MySQL database integration that provides secure MySQL database operations
- [ferrants/memvid-mcp-server](https://github.com/ferrants/memvid-mcp-server) ๐ ๐ - Python Streamable HTTP Server you can run locally to interact with [memvid](https://github.com/Olow304/memvid) storage and semantic search.
- [fireproof-storage/mcp-database-server](https://github.com/fireproof-storage/mcp-database-server) ๐ โ๏ธ - Fireproof ledger database with multi-user sync
+- [Michael2150/flamerobin-mcp-server](https://github.com/Michael2150/flamerobin-mcp-server) [](https://glama.ai/mcp/servers/Michael2150/flamerobin-mcp-server) #๏ธโฃ ๐ ๐ช - Firebird database MCP server that reads connection details from [FlameRobin's](http://www.flamerobin.org/) config โ no credential setup required. Access all locally registered databases in one session with full schema introspection, DDL/DML execution, execution plans, and missing index analysis.
- [freema/mcp-gsheets](https://github.com/freema/mcp-gsheets) ๐ โ๏ธ - MCP server for Google Sheets API integration with comprehensive reading, writing, formatting, and sheet management capabilities.
- [FreePeak/db-mcp-server](https://github.com/FreePeak/db-mcp-server) ๐๏ธ ๐ โ A high-performance multi-database MCP server built with Golang, supporting MySQL & PostgreSQL (NoSQL coming soon). Includes built-in tools for query execution, transaction management, schema exploration, query building, and performance analysis, with seamless Cursor integration for enhanced database workflows.
- [furey/mongodb-lens](https://github.com/furey/mongodb-lens) ๐ ๐ - MongoDB Lens: Full Featured MCP Server for MongoDB Databases
@@ -679,6 +715,7 @@ Secure database access with schema inspection capabilities. Enables querying and
- [subnetmarco/pgmcp](https://github.com/subnetmarco/pgmcp) ๐๏ธ ๐ - Natural language PostgreSQL queries with automatic streaming, read-only safety, and universal database compatibility.
- [supabase-community/supabase-mcp](https://github.com/supabase-community/supabase-mcp) ๐๏ธ ๐ โ๏ธ - Official Supabase MCP server to connect AI assistants directly with your Supabase project and allows them to perform tasks like managing tables, fetching config, and querying data.
- [TheRaLabs/legion-mcp](https://github.com/TheRaLabs/legion-mcp) ๐ ๐ Universal database MCP server supporting multiple database types including PostgreSQL, Redshift, CockroachDB, MySQL, RDS MySQL, Microsoft SQL Server, BigQuery, Oracle DB, and SQLite.
+- [ThinAirTelematics/thinair-data](https://github.com/ThinAirTelematics/thinair-data) [](https://glama.ai/mcp/servers/ThinAirTelematics/thinair-data) ๐ โ๏ธ - Connect any AI to PostgreSQL, MySQL, or SQL Server โ 24 dialect-aware tools for query, schema introspection, optimization, migrations, PII scan, and more. Hosted MCP server with OAuth 2.0 + Bearer auth, free trial available.
- [tradercjz/dolphindb-mcp-server](https://github.com/tradercjz/dolphindb-mcp-server) ๐ โ๏ธ - TDolphinDB database integration with schema inspection and query capabilities
- [tuannvm/mcp-trino](https://github.com/tuannvm/mcp-trino) ๐๏ธ โ๏ธ - A Go implementation of a Model Context Protocol (MCP) server for Trino
- [GetMystAdmin/urdb-mcp](https://github.com/GetMystAdmin/urdb-mcp) [](https://glama.ai/mcp/servers/GetMystAdmin/urdb-mcp) ๐ ๐ - Search URDB's product integrity database for integrity scores, enshittification events, and change tracking across consumer products
@@ -712,6 +749,7 @@ Data Platforms for data integration, transformation and pipeline orchestration.
- [dan1d/mercadolibre-mcp](https://github.com/dan1d/mercadolibre-mcp) [](https://glama.ai/mcp/servers/dan1d/mercadolibre-mcp) ๐ โ๏ธ - MercadoLibre marketplace integration for AI agents. Search products, get item details, browse categories, track trends, and convert currencies across Latin America (Argentina, Brazil, Mexico, Chile, Colombia).
- [dbt-labs/dbt-mcp](https://github.com/dbt-labs/dbt-mcp) ๐๏ธ ๐ ๐ โ๏ธ - Official MCP server for [dbt (data build tool)](https://www.getdbt.com/product/what-is-dbt) providing integration with dbt Core/Cloud CLI, project metadata discovery, model information, and semantic layer querying capabilities.
- [flowcore/mcp-flowcore-platform](https://github.com/flowcore-io/mcp-flowcore-platform) ๐๏ธ ๐ โ๏ธ ๐ - Interact with Flowcore to perform actions, ingest data, and analyse, cross reference and utilise any data in your data cores, or in public data cores; all with human language.
+- [Hug0x0/mcp-reunion](https://github.com/Hug0x0/mcp-reunion) [](https://glama.ai/mcp/servers/Hug0x0/mcp-reunion) ๐ โ๏ธ ๐ ๐ช ๐ง - 96 tools across 21 modules for La Rรฉunion (French overseas region) open data: economy, demographics, geography, transport, health, education, elections, tourism, housing, environment, and more. Powered by data.regionreunion.com and data.gouv.fr. Install: `npx -y mcp-reunion`.
- [JordiNei/mcp-databricks-server](https://github.com/JordiNeil/mcp-databricks-server) ๐ โ๏ธ - Connect to Databricks API, allowing LLMs to run SQL queries, list jobs, and get job status.
- [jwaxman19/qlik-mcp](https://github.com/jwaxman19/qlik-mcp) ๐ โ๏ธ - MCP Server for Qlik Cloud API that enables querying applications, sheets, and extracting data from visualizations with comprehensive authentication and rate limiting support.
- [keboola/keboola-mcp-server](https://github.com/keboola/keboola-mcp-server) ๐ - interact with Keboola Connection Data Platform. This server provides tools for listing and accessing data from Keboola Storage API.
@@ -730,21 +768,27 @@ Data Platforms for data integration, transformation and pipeline orchestration.
### ๐ป Developer Tools
+ The fast, idiomatic Go framework for building MCP servers. Struct-tag auto schema, middleware chain, and adapters to import existing Gin/OpenAPI/gRPC services as MCP tools.
+- [masondelan/selvedge](https://github.com/masondelan/selvedge) [](https://glama.ai/mcp/servers/masondelan/selvedge) ๐ ๐ - Change tracking for AI-era codebases. AI agents call it to log structured change events (entity + diff + reasoning) before the session ends, then query history with diff, blame, history, changeset, and search. Captures the intent that would otherwise evaporate.
- [sapph1re/mcp-billing-gateway-sdk](https://github.com/sapph1re/mcp-billing-gateway-sdk) [](https://glama.ai/mcp/servers/sapph1re/mcp-billing-gateway-sdk) ๐ โ๏ธ - Billing infrastructure for MCP server operators. Add Stripe subscriptions, per-call credits, tiered pricing, and x402 crypto micropayments to any MCP server without writing billing code. Operator dashboard included.
- [agenticempire/axint](https://github.com/agenticempire/axint) [](https://glama.ai/mcp/servers/agenticempire/axint) ๐ ๐ - Apple-native execution layer for AI agents. Compiles TypeScript to validated Swift โ App Intents, SwiftUI views, WidgetKit widgets, and full apps. 13 MCP tools, 150 diagnostics, 500 tests.
+- [drhalto/agentmako](https://github.com/drhalto/agentmako) [](https://glama.ai/mcp/servers/drhalto/agentmako) ๐ ๐ ๐ ๐ช ๐ง - Local-first codebase intelligence engine. Gives coding agents structured context packets, indexed code/schema facts, and diagnostics over MCP, backed by a local SQLite store โ so agents stop rediscovering your repo with raw grep. Optional Postgres/Supabase awareness and a bundled Claude Code plugin.
Tools and integrations that enhance the development workflow and environment management.
+- [marin1321/mcp-devtools](https://github.com/marin1321/mcp-devtools) [](https://glama.ai/mcp/servers/marin1321/mcp-devtools) ๐ ๐ ๐ ๐ช ๐ง - Production-grade MCP server for secure access to local dev environments (filesystem, databases, processes, OpenAPI). Includes scope enforcement, command allowlist, and read-only DB mode.
- [EtienneChollet/ontomics](https://github.com/EtienneChollet/ontomics) [](https://glama.ai/mcp/servers/EtienneChollet/ontomics) ๐ฆ ๐ ๐ ๐ง - Semantic code index that extracts domain concepts, naming conventions, and behavioral similarity from codebases. One tool call instead of 19, ~20x fewer tokens for codebase understanding queries.
- [LWTlong/ai-dev-analytics](https://github.com/LWTlong/ai-dev-analytics) [](https://glama.ai/mcp/servers/LWTlong/ai-dev-analytics) ๐ ๐ - An open-source observability layer for AI coding. Silently tracks dev tokens/time and auto-codifies AI deviations into persistent project rules.
- [3KniGHtcZ/codebeamer-mcp](https://github.com/3KniGHtcZ/codebeamer-mcp) [](https://glama.ai/mcp/servers/3KniGHtcZ/codebeamer-mcp) ๐ โ๏ธ ๐ ๐ช ๐ง - Codebeamer ALM integration for managing work items, trackers, and projects. Provides 17 tools for reading and writing items, associations, references, comments, and risk management data via Codebeamer REST API v3.
- [21st-dev/Magic-MCP](https://github.com/21st-dev/magic-mcp) - Create crafted UI components inspired by the best 21st.dev design engineers.
+- [runyourempire/4DA](https://github.com/runyourempire/4DA/tree/main/mcp-4da-server) [](https://glama.ai/mcp/servers/runyourempire/4DA) ๐ ๐ ๐ ๐ช ๐ง - Dependency intelligence for AI coding agents. Live CVE scanning, dependency health, upgrade planning, ecosystem news, and decision memory. 14 tools, zero config, privacy-first.
- [mvtandas/wp-cli-mcp](https://github.com/mvtandas/wp-cli-mcp) [](https://glama.ai/mcp/servers/mvtandas/wp-cli-mcp) ๐ ๐ - Full WordPress management via WP-CLI with 30+ tools for themes, plugins, posts, menus, users, database, scaffolding, and cache. Works locally or over SSH to remote servers.
- [a-25/ios-mcp-code-quality-server](https://github.com/a-25/ios-mcp-code-quality-server) ๐ ๐ ๐ - iOS code quality analysis and test automation server. Provides comprehensive Xcode test execution, SwiftLint integration, and detailed failure analysis. Operates in both CLI and MCP server modes for direct developer usage and AI assistant integration.
- [raye-deng/open-code-review](https://github.com/raye-deng/open-code-review) [](https://glama.ai/mcp/servers/raye-deng/open-code-review) ๐ ๐ โ๏ธ - AI code quality gate detecting hallucinated packages, phantom dependencies, stale APIs, and AI-specific code defects. MCP Server + CLI + CI/CD integration.
- [AaronVick/ECHO_RIFT_MCP](https://github.com/AaronVick/ECHO_RIFT_MCP) ๐ โ๏ธ - MCP server for EchoRift infrastructure primitives (BlockWire, CronSynth, Switchboard, Arbiter). Makes EchoRift's agent infrastructure callable as MCP tools so any MCP client can treat EchoRift like a native capability layer.
- [AgiMaulana/HuaweiAppGalleryMcp](https://github.com/AgiMaulana/HuaweiAppGalleryMcp) [](https://glama.ai/mcp/servers/AgiMaulana/HuaweiAppGalleryMcp) ๐ โ๏ธ ๐ ๐ช ๐ง - Huawei AppGallery Connect publishing: upload APK/AAB, update metadata and localizations, submit for review, and manage phased rollouts.
- [aparajithn/agent-utils-mcp](https://github.com/aparajithn/agent-utils-mcp) [](https://glama.ai/mcp/servers/@aparajithn/agent-utils-mcp) ๐ โ๏ธ - Swiss-army-knife utility server for AI agents. 18 tools including JSON validation, base64, hashing, UUID generation, regex testing, markdown conversion, datetime conversion, cron parsing, CSV/JSON conversion, JWT decoding, and more. Streamable HTTP MCP + REST API with x402 micropayments.
+- [AI-by-design/primitiv](https://github.com/AI-by-design/primitiv) [](https://glama.ai/mcp/servers/AI-by-design/primitiv) ๐ ๐ ๐ ๐ช ๐ง - Design contract layer for your codebase. Scans Figma, code, Storybook, and token files, reconciles conflicts, and serves a single machine-readable source of truth over MCP so every agent gets the same authoritative design rules before it builds. Local-first โ your code never leaves your machine.
- [aashari/mcp-server-atlassian-bitbucket](https://github.com/aashari/mcp-server-atlassian-bitbucket) ๐ โ๏ธ - Atlassian Bitbucket Cloud integration. Enables AI systems to interact with repositories, pull requests, workspaces, and code in real time.
- [aashari/mcp-server-atlassian-confluence](https://github.com/aashari/mcp-server-atlassian-confluence) ๐ โ๏ธ - Atlassian Confluence Cloud integration. Enables AI systems to interact with Confluence spaces, pages, and content with automatic ADF to Markdown conversion.
- [aashari/mcp-server-atlassian-jira](https://github.com/aashari/mcp-server-atlassian-jira) ๐ โ๏ธ - Atlassian Jira Cloud integration. Enables AI systems to interact with Jira projects, issues, comments, and related development information in real time.
@@ -758,7 +802,9 @@ Tools and integrations that enhance the development workflow and environment man
- [wooxogh/adr-mcp-setup](https://github.com/wooxogh/adr-mcp-setup) [](https://glama.ai/mcp/servers/wooxogh/adr-mcp-setup) ๐ ๐ - Automatically generates Architecture Decision Records (ADRs) from Claude Code conversations using Claude Opus. Features AI quality review, duplicate detection, dependency graph, and stale ADR alerts.
- [agent-hanju/char-index-mcp](https://github.com/agent-hanju/char-index-mcp) ๐ ๐ โ๏ธ ๐ ๐ช ๐ง - Precise character-level string indexing for LLMs. Provides tools for finding, extracting, and manipulating text by exact character position to solve position-based operations.
- [CSCSoftware/AiDex](https://github.com/CSCSoftware/AiDex) ๐ ๐ ๐ ๐ช ๐ง - Persistent code index MCP server using Tree-sitter for fast, precise code search. Replaces grep with ~50 token responses instead of 2000+. Supports 11 languages including C#, TypeScript, Python, Rust, and Go.
+- [aidemd-mcp/server](https://github.com/aidemd-mcp/server) [](https://glama.ai/mcp/servers/aidemd-mcp/server) ๐ ๐ - Structured `.aide` spec files that give AI agents progressive disclosure into your codebase architecture via MCP.
- [Elmoaid/TempoGraph](https://github.com/Elmoaid/TempoGraph) [](https://glama.ai/mcp/servers/Elmoaid/TempoGraph) ๐ ๐ ๐ ๐ช ๐ง - Code graph context engine with 24 MCP tools for structural code intelligence. Tree-sitter parsing for 170+ languages, dependency graphs, blast radius, hotspots, dead code, and adaptive context injection. Benchmarked +27% F1 on change-localization.
+- [ellmos-ai/ellmos-codecommander-mcp](https://github.com/ellmos-ai/ellmos-codecommander-mcp) [](https://glama.ai/mcp/servers/ellmos-ai/ellmos-codecommander-mcp) ๐ ๐ ๐ ๐ช ๐ง - Developer-focused MCP server for code analysis, JSON repair, encoding fixes, and import organization across local projects.
- [ethbak/icon-composer-mcp](https://github.com/ethbak/icon-composer-mcp) [](https://glama.ai/mcp/servers/ethbak/icon-composer-mcp) ๐ ๐ ๐ - MCP server for Apple's Icon Composer: programmatically create .icon bundles with Liquid Glass effects (iOS 26+). 12 tools for icon creation, glass effect tuning, dark mode appearances, and App Store export.
- [akramIOT/MCP_AI_SOC_Sher](https://github.com/akramIOT/MCP_AI_SOC_Sher) ๐ โ๏ธ ๐ - MCP Server to do dynamic AI SOC Security Threat analysis for a Text2SQL AI Agent.
- [aktsmm/skill-ninja-mcp-server](https://github.com/aktsmm/skill-ninja-mcp-server) ๐ ๐ ๐ ๐ช ๐ง - Agent Skill Ninja for MCP: Search, install, and manage AI agent skills (SKILL.md files) from GitHub repositories. Features workspace analysis for personalized recommendations and supports 140+ pre-indexed skills.
@@ -838,12 +884,14 @@ Tools and integrations that enhance the development workflow and environment man
- [hidai25/eval-view](https://github.com/hidai25/eval-view) [](https://glama.ai/mcp/servers/hidai25/eval-view) ๐ ๐ ๐ ๐ช ๐ง - Regression testing framework for AI agents. Save golden baselines, detect behavioral drift, and block regressions in CI. Works with LangGraph, CrewAI, OpenAI, Claude, and any HTTP API.
- [higress-group/higress-ops-mcp-server](https://github.com/higress-group/higress-ops-mcp-server) ๐ ๐ - MCP server that provides comprehensive tools for managing [Higress](https://github.com/alibaba/higress) gateway configurations and operations.
- [hijaz/postmancer](https://github.com/hijaz/postmancer) ๐ ๐ - A MCP server for replacing Rest Clients like Postman/Insomnia, by allowing your LLM to maintain and use api collections.
+- [Muhammed-AbdelGhany/rest_api_mcp](https://github.com/Muhammed-AbdelGhany/rest_api_mcp) [](https://glama.ai/mcp/servers/Muhammed-AbdelGhany/rest_api_mcp) ๐ ๐ ๐ ๐ช ๐ง - MCP server for authenticated REST API calls โ auto-login, token caching, 2FA/OTP support, Swagger spec fetch, and fuzzy endpoint search. Works with any REST API without writing auth code.
- [hloiseaufcms/mcp-gopls](https://github.com/hloiseaufcms/mcp-gopls) ๐๏ธ ๐ - A MCP server for interacting with [Go's Language Server Protocol (gopls)](https://github.com/golang/tools/tree/master/gopls) and benefit from advanced Go code analysis features.
- [hoklims/stacksfinder-mcp](https://github.com/hoklims/stacksfinder-mcp) ๐ ๐ ๐ ๐ช ๐ง - Deterministic tech stack recommendations with 6-dimension scoring. Analyze, compare technologies, get optimal stack suggestions for any project type. 10 tools (4 free, 6 Pro).
- [hungthai1401/bruno-mcp](https://github.com/hungthai1401/bruno-mcp) ๐ ๐ - A MCP server for interacting with [Bruno API Client](https://www.usebruno.com/).
- [hyperb1iss/droidmind](https://github.com/hyperb1iss/droidmind) ๐ ๐ - Control Android devices with AI through MCP, enabling device control, debugging, system analysis, and UI automation with a comprehensive security framework.
- [Hypersequent/qasphere-mcp](https://github.com/Hypersequent/qasphere-mcp) ๐๏ธ ๐ โ๏ธ - Integration with [QA Sphere](https://qasphere.com/) test management system, enabling LLMs to discover, summarize, and interact with test cases directly from AI-powered IDEs
- [idosal/git-mcp](https://github.com/idosal/git-mcp) ๐ โ๏ธ - [gitmcp.io](https://gitmcp.io/) is a generic remote MCP server to connect to ANY [GitHub](https://www.github.com) repository or project for documentation
+- [IgorGanapolsky/ThumbGate](https://github.com/IgorGanapolsky/ThumbGate) [](https://glama.ai/mcp/servers/IgorGanapolsky/ThumbGate) ๐ ๐ - MCP server that blocks AI coding agents from repeating mistakes โ turns thumbs-up/down feedback into enforced pre-action gates via PreToolUse hooks. Install: `npx thumbgate`.
- [IlyaGulya/gradle-mcp-server](https://github.com/IlyaGulya/gradle-mcp-server) ๐ - Gradle integration using the Gradle Tooling API to inspect projects, execute tasks, and run tests with per-test result reporting
- [imatza-rh/mcp-zuul](https://github.com/imatza-rh/mcp-zuul) [](https://glama.ai/mcp/servers/imatza-rh/mcp-zuul) ๐ โ๏ธ - Zuul CI integration with 14 tools for build failure analysis, log search, pipeline status, and job configuration.
- [InditexTech/mcp-server-simulator-ios-idb](https://github.com/InditexTech/mcp-server-simulator-ios-idb) ๐ ๐ ๐ - A Model Context Protocol (MCP) server that enables LLMs to interact with iOS simulators (iPhone, iPad, etc.) through natural language commands.
@@ -853,11 +901,13 @@ Tools and integrations that enhance the development workflow and environment man
- [Inspizzz/jetbrains-datalore-mcp](https://github.com/inspizzz/jetbrains-datalore-mcp) ๐ โ๏ธ - MCP server for interacting with cloud deployments of Jetbrains Datalore platform. Fully incorporated Datalore API ( run, run interactively, get run data, fetch files )
- [ios-simulator-mcp](https://github.com/joshuayoes/ios-simulator-mcp) ๐ ๐ ๐ - A Model Context Protocol (MCP) server for interacting with iOS simulators. This server allows you to interact with iOS simulators by getting information about them, controlling UI interactions, and inspecting UI elements.
- [isaacphi/mcp-language-server](https://github.com/isaacphi/mcp-language-server) ๐๏ธ ๐ - MCP Language Server helps MCP enabled clients navigate codebases more easily by giving them access to semantic tools like get definition, references, rename, and diagnostics.
+- [blackwell-systems/agent-lsp](https://github.com/blackwell-systems/agent-lsp) [](https://glama.ai/mcp/servers/blackwell-systems/agent-lsp) ๐๏ธ ๐ ๐ ๐ช ๐ง - Stateful MCP server over real language servers. 50 tools, 30 CI-verified languages, 20 agent workflows. Persistent sessions keep the index warm across files and projects. Speculative execution simulates edits in memory before writing to disk.
- [IvanAmador/vercel-ai-docs-mcp](https://github.com/IvanAmador/vercel-ai-docs-mcp) ๐ ๐ - A Model Context Protocol (MCP) server that provides AI-powered search and querying capabilities for the Vercel AI SDK documentation.
- [izzzzzi/codewiki-mcp](https://github.com/izzzzzi/codewiki-mcp) [](https://glama.ai/mcp/servers/izzzzzi/codewiki-mcp) ๐ โ๏ธ - MCP server for codewiki.google. Search repos, fetch AI-generated wiki docs, and ask questions about any open-source repository.
- [j4c0bs/mcp-server-sql-analyzer](https://github.com/j4c0bs/mcp-server-sql-analyzer) ๐ - MCP server that provides SQL analysis, linting, and dialect conversion using [SQLGlot](https://github.com/tobymao/sqlglot)
- [JamesANZ/system-prompts-mcp-server](https://github.com/JamesANZ/system-prompts-mcp-server) ๐ ๐ ๐ ๐ช ๐ง - Exposes a large catalog of coding assistant prompts as MCP tools with model-aware suggestions and persona activation to emulate agents like Cursor or Devin.
- [James-Chahwan/repo-graph](https://github.com/James-Chahwan/repo-graph) [](https://glama.ai/mcp/servers/James-Chahwan/repo-graph) ๐ ๐ - Structural graph map of any codebase for AI coding assistants. Scans entities, relationships, and feature flows across 13 languages so LLMs navigate by structure instead of grepping through everything.
+- [janaraj/tnl](https://github.com/janaraj/tnl) [](https://glama.ai/mcp/servers/janaraj/tnl) ๐ ๐ ๐ ๐ช ๐ง - MCP server for TNL (Typed Natural Language): per-feature English contracts for AI coding agents. 6 tools โ `get_impacted_tnls`, `retrieve_tnl`, `trace`, `propose_tnl_diff`, `approve_tnl_diff`, `verify` โ let agents look up relevant contracts, propose contract edits, and verify implementations against them. Drop-in via `npx typed-nl init` for Claude Code, Codex, Gemini.
- [janreges/ai-distiller-mcp](https://github.com/janreges/ai-distiller) ๐๏ธ ๐ - Extracts essential code structure from large codebases into AI-digestible format, helping AI agents write code that correctly uses existing APIs on the first attempt.
- [jasonjmcghee/claude-debugs-for-you](https://github.com/jasonjmcghee/claude-debugs-for-you) ๐ ๐ - An MCP Server and VS Code Extension which enables (language agnostic) automatic debugging via breakpoints and expression evaluation.
- [jaspertvdm/mcp-server-tibet](https://github.com/jaspertvdm/mcp-server-tibet) ๐ โ๏ธ ๐ - TIBET provenance tracking for AI decisions. Cryptographic audit trails with ERIN/ERAAN/EROMHEEN/ERACHTER intent logging for compliance.
@@ -882,6 +932,7 @@ Tools and integrations that enhance the development workflow and environment man
- [lamemind/mcp-server-multiverse](https://github.com/lamemind/mcp-server-multiverse) ๐ ๐ ๐ ๏ธ - A middleware server that enables multiple isolated instances of the same MCP servers to coexist independently with unique namespaces and configurations.
- [MarcelRoozekrans/roslyn-codelens-mcp](https://github.com/MarcelRoozekrans/roslyn-codelens-mcp) [](https://glama.ai/mcp/servers/MarcelRoozekrans/roslyn-codelens-mcp) #๏ธโฃ ๐ ๐ ๐ช ๐ง - Roslyn-based MCP server with 22 semantic code intelligence tools for .NET. Type hierarchies, call graphs, DI registrations, diagnostics, code fixes, complexity metrics, and more. Sub-millisecond lookups via pre-built indexes.
- [langfuse/mcp-server-langfuse](https://github.com/langfuse/mcp-server-langfuse) ๐ ๐ - MCP server to access and manage LLM application prompts created with [Langfuse]([https://langfuse.com/](https://langfuse.com/docs/prompts/get-started)) Prompt Management.
+- [lisamaraventano-spine/mcp-server](https://github.com/lisamaraventano-spine/mcp-server) [](https://glama.ai/mcp/servers/lisamaraventano-spine/mcp-server) ๐ ๐ ๐ ๐ช ๐ง - The Underground Cultural District MCP server. 23 tools for AI agents: 13 free developer utilities (UUID, JSON formatter, Base64, hashing, JWT decoder, regex, cron, ETH converter), 7 paid creative tools, and a browsable marketplace of 218+ digital goods across 22 shops. npm: `@underground-cultural-district/mcp-server`
- [linuxsuren/atest-mcp-server](https://github.com/LinuxSuRen/atest-mcp-server) ๐ ๐ ๐ง - An MCP server to manage test suites and cases, which is an alternative to Postman.
- [linw1995/nvim-mcp](https://github.com/linw1995/nvim-mcp) ๐ฆ ๐ ๐ ๐ช ๐ง - A MCP server to interact with Neovim
- [jarvisassistantux/loopsense](https://github.com/jarvisassistantux/loopsense) [](https://glama.ai/mcp/servers/jarvisassistantux/loopsense) ๐ ๐ - MCP server that closes the feedback loop for AI coding agents โ CI monitoring, process watching, file changes, HTTP polling.
@@ -890,6 +941,7 @@ Tools and integrations that enhance the development workflow and environment man
- [lpigeon/unitree-go2-mcp-server](https://github.com/lpigeon/unitree-go2-mcp-server) ๐ ๐ ๐ง - The Unitree Go2 MCP Server is a server built on the MCP that enables users to control the Unitree Go2 robot using natural language commands interpreted by a LLM.
- [LumabyteCo/clarifyprompt-mcp](https://github.com/LumabyteCo/clarifyprompt-mcp) [](https://glama.ai/mcp/servers/LumabyteCo/clarifyprompt-mcp) ๐ โ๏ธ ๐ ๐ช ๐ง - MCP server for AI prompt optimization โ transforms vague prompts into platform-optimized prompts for 58+ AI platforms across 7 categories (image, video, voice, music, code, chat, document).
- [madhan-g-p/DevDocs-MCP](https://github.com/madhan-g-p/DevDocs-MCP) ๐ ๐ ๐ ๐ง - DevDocs-MCP is a MCP server that provides version-pinned, deterministic documentation sourced from [DevDocs.io](https://devdocs.io) in offline mode
+- [paulburgess1357/nvim-mcp](https://github.com/paulburgess1357/nvim-mcp) [](https://glama.ai/mcp/servers/paulburgess1357/nvim-mcp) ๐ ๐ ๐ง - MCP server providing AI assistants with full control of Neovim instances via msgpack-RPC. Read/edit buffers, run commands, send keys, query LSP diagnostics, and annotate code with highlights. No plugin required.
- [paulhkang94/markview](https://github.com/paulhkang94/markview) [](https://glama.ai/mcp/servers/@paulhkang94/markview) ๐ ๐ - Native macOS markdown preview app with MCP server. Open and render Markdown files in MarkView directly from AI assistants via `npx mcp-server-markview`.
- [MarcelRoozekrans/memorylens-mcp](https://github.com/MarcelRoozekrans/memorylens-mcp) [](https://glama.ai/mcp/servers/MarcelRoozekrans/memorylens-mcp) #๏ธโฃ ๐ ๐ช - On-demand .NET memory profiling MCP server. Wraps JetBrains dotMemory with a heuristic rule engine (10 rules) to detect memory leaks, LOH fragmentation, and anti-patterns, providing AI-actionable code fix suggestions.
- [martingeidobler/android-mcp-server](https://github.com/martingeidobler/android-mcp-server) [](https://glama.ai/mcp/servers/martingeidobler/android-mcp-server) ๐ ๐ - 21-tool Android device control via ADB โ screenshots with compression, UI tree inspection, touch automation, logcat, and compound actions like tap-and-wait. One-command install via `npx android-mcp-server`.
@@ -902,6 +954,8 @@ Tools and integrations that enhance the development workflow and environment man
- [MikeRecognex/mcp-codebase-index](https://github.com/MikeRecognex/mcp-codebase-index) ๐ ๐ ๐ ๐ช ๐ง - Structural codebase indexer exposing 17 query tools (functions, classes, imports, dependency graphs, change impact) via MCP. Zero dependencies.
- [mmorris35/devplan-mcp-server](https://github.com/mmorris35/devplan-mcp-server) ๐ โ๏ธ - Generate comprehensive, paint-by-numbers development plans using the [ClaudeCode-DevPlanBuilder](https://github.com/mmorris35/ClaudeCode-DevPlanBuilder) methodology. Creates PROJECT_BRIEF.md, DEVELOPMENT_PLAN.md, and CLAUDE.md.
- [mobile-next/mobile-mcp](https://github.com/mobile-next/mobile-mcp) ๐ ๐ ๐ง ๐ - MCP Server for Android/iOS application and device automation, development and app scraping. Simulator/Emulator/Physical devices like iPhone, Google Pixel, Samsung supported.
+- [MobileReality/mdma](https://github.com/MobileReality/mdma/tree/main/packages/mcp) [](https://glama.ai/mcp/servers/MobileReality/mdma) ๐ โ๏ธ ๐ ๐ ๐ช ๐ง - MCP server for MDMA (interactive Markdown applications with mounted components). Exposes the MDMA spec, authoring prompts, package metadata, and live docs to AI assistants. Tools: `get-spec`, `get-prompt`, `build-system-prompt`, `validate-prompt`, `list-packages`, `list-docs`, `get-doc`. Install: `npx @mobile-reality/mdma-mcp`.
+- [saranshbamania/mobile-device-mcp](https://github.com/saranshbamania/mobile-device-mcp) [](https://glama.ai/mcp/servers/saranshbamania/mobile-device-mcp) ๐ ๐ ๐ ๐ช - 49-tool MCP server for AI control of Android devices and iOS simulators. AI visual analysis (Claude + Gemini), Flutter widget tree inspection, smart element finding (<1ms), video recording, and test script generation. `npx mobile-device-mcp`
- [getmockd/mockd](https://github.com/getmockd/mockd) [](https://glama.ai/mcp/servers/getmockd/mockd) ๐๏ธ ๐ ๐ ๐ช ๐ง - Multi-protocol API mock server with 18 MCP tools. Mock HTTP, GraphQL, gRPC, WebSocket, MQTT, SSE, and SOAP APIs with chaos engineering, stateful CRUD, 8 import formats (OpenAPI, Postman, HAR, WireMock, cURL, Mockoon, WSDL), and deterministic seeded responses.
- [mockherodev/mcp-server](https://github.com/dinosaur24/mockhero/tree/main/packages/mcp-server) [](https://glama.ai/mcp/servers/dinosaur24/mockhero) ๐ - Generate realistic synthetic test data via MCP. 156 field types, 22 locales, relational data, sub-50ms responses. Free tier: 1,000 records/day.
- [mrexodia/user-feedback-mcp](https://github.com/mrexodia/user-feedback-mcp) ๐ ๐ - Simple MCP Server to enable a human-in-the-loop workflow in tools like Cline and Cursor.
@@ -912,6 +966,7 @@ Tools and integrations that enhance the development workflow and environment man
- [narumiruna/gitingest-mcp](https://github.com/narumiruna/gitingest-mcp) ๐ ๐ - A MCP server that uses [gitingest](https://github.com/cyclotruc/gitingest) to convert any Git repository into a simple text digest of its codebase.
- [neilberkman/editorconfig_mcp](https://github.com/neilberkman/editorconfig_mcp) ๐ ๐ - Formats files using `.editorconfig` rules, acting as a proactive formatting gatekeeper to ensure AI-generated code adheres to project-specific formatting standards from the start.
- [Neo1228/spring-boot-starter-swagger-mcp](https://github.com/Neo1228/spring-boot-starter-swagger-mcp) โ โ๏ธ ๐ - Turn your Spring Boot application into an MCP server instantly by reusing existing Swagger/OpenAPI documentation.
+- [nikolai-vysotskyi/trace-mcp](https://github.com/nikolai-vysotskyi/trace-mcp) [](https://glama.ai/mcp/servers/nikolai-vysotskyi/trace-mcp) ๐ ๐ ๐ ๐ช ๐ง - Framework-aware code intelligence that indexes source code into a cross-language dependency graph. Understands framework semantics โ routes, ORM relations, component rendering, DI trees โ for navigation, impact analysis, call graphs, refactoring, security scanning, and cross-session memory.
- [nk3750/jitapi](https://github.com/nk3750/jitapi) [](https://glama.ai/mcp/servers/nk3750/jitapi) ๐ โ๏ธ ๐ ๐ ๐ช ๐ง - Dynamic API discovery and execution from OpenAPI specs. Uses semantic search and dependency graphs to find relevant endpoints across multiple registered APIs, plan multi-step workflows, and execute API calls โ without dumping entire specs into context.
- [Neverlow512/agent-droid-bridge](https://github.com/Neverlow512/agent-droid-bridge) [](https://glama.ai/mcp/servers/Neverlow512/agent-droid-bridge) ๐ ๐ - MCP server giving AI agents programmatic control over Android devices and emulators via ADB. 11 tools covering UI inspection, screen interaction, ADB commands, and change detection.
- [OctoMind-dev/octomind-mcp](https://github.com/OctoMind-dev/octomind-mcp) ๐ โ๏ธ - lets your preferred AI agent create & run fully managed [Octomind](https://www.octomind.dev/) end-to-end tests from your codebase or other data sources like Jira, Slack or TestRail.
@@ -944,6 +999,7 @@ Tools and integrations that enhance the development workflow and environment man
- [grahamrowe82/pt-edge](https://github.com/grahamrowe82/pt-edge) [](https://glama.ai/mcp/servers/grahamrowe82/pt-edge) ๐ โ๏ธ ๐ ๐ช ๐ง - AI project intelligence MCP server. Tracks 300+ open-source AI projects across GitHub, PyPI, npm, HuggingFace, Docker Hub, and Hacker News. 47 MCP tools for discovery, comparison, trend analysis, and semantic search across AI repos, HuggingFace models/datasets, and public APIs.
- [public-ui/kolibri](https://github.com/public-ui/kolibri) ๐ โ๏ธ ๐ - Streaming KoliBri MCP server (NPM: `@public-ui/mcp`) delivering 200+ guaranteed accessible web component samples, specs, docs, and scenarios via hosted HTTP endpoint or local `kolibri-mcp` CLI.
- [pzalutski-pixel/javalens-mcp](https://github.com/pzalutski-pixel/javalens-mcp) โ ๐ - 56 semantic Java analysis tools via Eclipse JDT. Compiler-accurate navigation, refactoring, find references, call hierarchy, and code metrics for AI agents.
+- [pzalutski-pixel/godotlens-mcp](https://github.com/pzalutski-pixel/godotlens-mcp) [](https://glama.ai/mcp/servers/pzalutski-pixel/godotlens-mcp) ๐ ๐ - 15 semantic GDScript analysis tools via Godot's built-in LSP. Navigation, references, diagnostics, rename, and file sync for AI agents.
- [pzalutski-pixel/sharplens-mcp](https://github.com/pzalutski-pixel/sharplens-mcp) #๏ธโฃ ๐ - 58 semantic C#/.NET analysis tools via Roslyn. Navigation, refactoring, find usages, and code intelligence for AI agents.
- [qainsights/jmeter-mcp-server](https://github.com/QAInsights/jmeter-mcp-server) ๐ ๐ - JMeter MCP Server for performance testing
- [qainsights/k6-mcp-server](https://github.com/QAInsights/k6-mcp-server) ๐ ๐ - Grafana k6 MCP Server for performance testing
@@ -1009,6 +1065,7 @@ Tools and integrations that enhance the development workflow and environment man
- [vivekvells/mcp-pandoc](https://github.com/vivekVells/mcp-pandoc) ๐๏ธ ๐ - MCP server for seamless document format conversion using Pandoc, supporting Markdown, HTML, PDF, DOCX (.docx), csv and more.
- [VikrantSingh01/adaptive-cards-mcp](https://github.com/VikrantSingh01/adaptive-cards-mcp) [](https://glama.ai/mcp/servers/VikrantSingh01/adaptive-cards-mcp) ๐ ๐ โ๏ธ ๐ ๐ช ๐ง - AI-powered Adaptive Card generation for Teams, Outlook, Copilot, and ChatGPT. 9 MCP tools for generating, validating, optimizing, templating, and transforming cards with accessibility scoring and host compatibility checks.
- [VSCode Devtools](https://github.com/biegehydra/BifrostMCP) ๐ - Connect to VSCode 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) ๐ ๐ ๐ ๐ช ๐ง - Official Ollama MCP Server. Exposes ollama_chat, ollama_generate, ollama_pull_model, ollama_list_models and ollama_show_model tools for advanced AI interactions.
- [VrtxOmega/omega-brain-mcp](https://github.com/VrtxOmega/omega-brain-mcp) [](https://glama.ai/mcp/servers/VrtxOmega/omega-brain-mcp) ๐ ๐ ๐ ๐ช ๐ง - Omega Brain MCP Server. Hardened AI execution pipeline prioritizing NAEF logic constraints over narrative LLM hallucination. 15 VERITAS Build Gates for uncompromising determinism, semantic vault integration, and Tri-Node Cortex validations.
- [Webvizio/mcp](https://github.com/Webvizio/mcp) ๐๏ธ ๐ - Automatically converts feedback and bug reports from websites and web apps into actionable, context-enriched developer tasks. Delivered straight to your AI coding tools, the Webvizio MCP Server ensures your AI agent has all the data it needs to solve tasks with speed and accuracy.
- [whyy9527/ariadne](https://github.com/whyy9527/ariadne) [](https://glama.ai/mcp/servers/whyy9527/ariadne) ๐ ๐ - Cross-service API dependency graph for microservice codebases. Give it a business term or endpoint name; get back a ranked chain of GraphQL operations, REST endpoints, Kafka topics, and frontend queries across all services. Offline, local SQLite + TF-IDF + optional embeddings.
@@ -1039,13 +1096,19 @@ Tools and integrations that enhance the development workflow and environment man
- [zillow/auto-mobile](https://github.com/zillow/auto-mobile) ๐ ๐ ๐ง - Tool suite built around an MCP server for Android automation for developer workflow and testing
- [ztuskes/garmin-documentation-mcp-server](https://github.com/ztuskes/garmin-documentation-mcp-server) ๐ ๐ โย Offline Garmin Connect IQ SDK documentation with comprehensive search and API examples
- [drumst0ck/uploadkit](https://github.com/drumst0ck/uploadkit) [](https://glama.ai/mcp/servers/drumst0ck/uploadkit) ๐๏ธ ๐ ๐ ๐ ๐ช ๐ง โ Official MCP server for [UploadKit](https://uploadkit.dev). Gives AI assistants first-class knowledge of 40+ React upload components, Next.js route handler scaffolds, BYOS setup (S3/R2/GCS/B2), and full-text search across 88+ docs pages. Runs locally via `npx -y @uploadkitdev/mcp`.
+- [DigiCatalyst-Systems/dep-diff-mcp](https://github.com/DigiCatalyst-Systems/dep-diff-mcp) [](https://glama.ai/mcp/servers/DigiCatalyst-Systems/dep-diff-mcp) ๐ ๐ ๐ ๐ช ๐ง - Translates a lockfile diff (npm, PyPI) into a human-readable upgrade plan. Point it at a Dependabot PR and get back semver classification, breaking changes from GitHub release notes, CVEs fixed in range, migration links, and a per-package recommendation. Bulk tool ranks up to 50 changes by risk (security > caution > review > likely-safe > safe). Install via `npx -y @digicatalyst/dep-diff-mcp`.
+- [hikmahtech/drwhome](https://github.com/hikmahtech/drwhome) [](https://glama.ai/mcp/servers/hikmahtech/drwhome) ๐ โ๏ธ โ Remote MCP server at `https://drwho.me/mcp/mcp` with 10 developer utilities: base64 encode/decode, JWT decode (no verify), DNS lookup via Cloudflare DoH, UUID v4/v7, URL encode/decode, JSON format, User-Agent parse, IP lookup via ipinfo. Open access over streamable HTTP โ point Claude Desktop at the URL.
+- [tooluse-labs/perfetto-mcp-rs](https://github.com/tooluse-labs/perfetto-mcp-rs) [](https://glama.ai/mcp/servers/tooluse-labs/perfetto-mcp-rs) ๐ฆ ๐ ๐ ๐ช ๐ง - MCP server for [Perfetto](https://perfetto.dev) trace analysis. Runs PerfettoSQL queries on `.perfetto-trace` / `.pftrace` files via auto-downloaded `trace_processor_shell`, with dedicated Chrome tools for page loads, scroll jank, main-thread hotspots, and stdlib module discovery. Cross-client tested on Claude Code and Codex. Available via `cargo install`, Homebrew tap, and curl install script.
### ๐ Delivery
- [jordandalton/doordash-mcp-server](https://github.com/JordanDalton/DoorDash-MCP-Server) ๐ โ DoorDash Delivery (Unofficial)
- [aarsiv-groups/shipi-mcp-server](https://github.com/aarsiv-groups/shipi-mcp-server) ๐ โ๏ธ - Shipi MCP server to create shipments, track packages, and compare rates with 18 tools for various carriers. Supports [remote MCP](https://mcp.myshipi.com/api/mcp).
- [arthurpanhku/DragonMCP](https://github.com/arthurpanhku/DragonMCP) [](https://glama.ai/mcp/servers/arthurpanhku/dragon-mcp) ๐ ๐ โ๏ธ ๐ - MCP server for Greater China local life services: Meituan/Ele.me food delivery, Didi/Meituan ride-hailing, WeChat Pay/Alipay, Amap/Baidu Maps, 12306 high-speed rail, Taobao/JD/Xianyu e-commerce, Hong Kong government e-services, and more.
+- [catrinmdonnelly/royalmail-mcp](https://github.com/catrinmdonnelly/royalmail-mcp) [](https://glama.ai/mcp/servers/catrinmdonnelly/royalmail-mcp) ๐ โ๏ธ - Book, label, track and cancel Royal Mail and Parcelforce shipments. 33 UK and international services via friendly keys or raw Service Register codes. `npx royalmail-mcp`.
+- [Yang1Bai/claw-tsaver](https://github.com/Yang1Bai/claw-tsaver)__ ๐ ๐ ๐ ๐ช ๐ง - Token-saving MCP proxy that intercepts oversized tool returns and replaces them with a preview + on-demand handle. Real benchmark: 11,507 tokens โ 104 tokens (99.1% saved) on a Wikipedia fetch. Works with OpenClaw + Claude.
+
### ๐งฎ Data Science Tools
Integrations and tools designed to simplify data exploration, analysis and enhance data science workflows.
@@ -1054,6 +1117,7 @@ Integrations and tools designed to simplify data exploration, analysis and enhan
- [arrismo/kaggle-mcp](https://github.com/arrismo/kaggle-mcp) ๐ โ๏ธ - Connects to Kaggle, ability to download and analyze datasets.
- [avisangle/calculator-server](https://github.com/avisangle/calculator-server) ๐๏ธ ๐ - A comprehensive Go-based MCP server for mathematical computations, implementing 13 mathematical tools across basic arithmetic, advanced functions, statistical analysis, unit conversions, and financial calculations.
- [bradleylab/stella-mcp](https://github.com/bradleylab/stella-mcp) ๐ ๐ - Create, read, validate, and save Stella system dynamics models (.stmx files in XMILE format) for scientific simulation and modeling.
+- [BlackMount-ai/blackmount-nlp-mcp](https://github.com/BlackMount-ai/blackmount-nlp-mcp) [](https://glama.ai/mcp/servers/BlackMount-ai/blackmount-nlp-mcp) ๐ ๐ ๐ ๐ช ๐ง - Deterministic local text analysis: sentiment, readability scoring, keyword extraction, text similarity, summarization, and language detection across 18 languages. Pure Python, zero heavy dependencies, 42 KB wheel. Install: `pip install blackmount-nlp-mcp`.
- [Bright-L01/networkx-mcp-server](https://github.com/Bright-L01/networkx-mcp-server) ๐ ๐ - The first NetworkX integration for Model Context Protocol, enabling graph analysis and visualization directly in AI conversations. Supports 13 operations including centrality algorithms, community detection, PageRank, and graph visualization.
- [ChronulusAI/chronulus-mcp](https://github.com/ChronulusAI/chronulus-mcp) ๐ โ๏ธ - Predict anything with Chronulus AI forecasting and prediction agents.
- [clouatre-labs/math-mcp-learning-server](https://github.com/clouatre-labs/math-mcp-learning-server) ๐ โ๏ธ ๐ ๐ ๐ช ๐ง - Educational MCP server for math operations, statistics, visualization, and persistent workspaces. Built with FastMCP 2.0.
@@ -1065,7 +1129,7 @@ Integrations and tools designed to simplify data exploration, analysis and enhan
- [HumanSignal/label-studio-mcp-server](https://github.com/HumanSignal/label-studio-mcp-server) ๐๏ธ ๐ โ๏ธ ๐ช ๐ง ๐ - Create, manage, and automate Label Studio projects, tasks, and predictions for data labeling workflows.
- [jjsantos01/jupyter-notebook-mcp](https://github.com/jjsantos01/jupyter-notebook-mcp) ๐ ๐ - connects Jupyter Notebook to Claude AI, allowing Claude to directly interact with and control Jupyter Notebooks.
- [kdqed/zaturn](https://github.com/kdqed/zaturn) ๐ ๐ ๐ช ๐ง ๐ - Link multiple data sources (SQL, CSV, Parquet, etc.) and ask AI to analyze the data for insights and visualizations.
-- [leap-laboratories/discovery-engine](https://github.com/leap-laboratories/discovery-engine) [](https://glama.ai/mcp/servers/leap-laboratories/discovery-engine) [](https://smithery.ai/server/discovery-engine) ๐ โ๏ธ - Superhuman exploratory data analysis that finds the feature interactions and subgroup effects that LLMs and manual exploration miss โ with p-values, effect sizes, and literature citations. Data goes in, validated insights come out. Free for public data.
+- [leap-laboratories/discovery-engine](https://github.com/leap-laboratories/discovery-engine) [](https://glama.ai/mcp/servers/leap-laboratories/discovery-engine) ๐ โ๏ธ - Superhuman exploratory data analysis that finds the feature interactions and subgroup effects that LLMs and manual exploration miss โ with p-values, effect sizes, and literature citations. Data goes in, validated insights come out. Free for public data.
- [mckinsey/vizro-mcp](https://github.com/mckinsey/vizro/tree/main/vizro-mcp) ๐๏ธ ๐ ๐ - Tools and templates to create validated and maintainable data charts and dashboards.
- [optuna/optuna-mcp](https://github.com/optuna/optuna-mcp) ๐๏ธ ๐ ๐ ๐ง ๐ - Official MCP server enabling seamless orchestration of hyperparameter search and other optimization tasks with [Optuna](https://optuna.org/).
- [Whatsonyourmind/oraclaw](https://github.com/Whatsonyourmind/oraclaw) [](https://glama.ai/mcp/servers/Whatsonyourmind/oraclaw) ๐ โ๏ธ ๐ ๐ ๐ช ๐ง - Decision intelligence MCP server with 19 algorithms (bandits, Monte Carlo, constraint optimization, forecasting, anomaly detection, risk analysis, graph algorithms), 12 MCP tools. Install via `npx -y @oraclaw/mcp-server`.
@@ -1115,6 +1179,7 @@ MCP servers for learning management systems (LMS) and educational tools.
MCP servers for e-commerce platforms and online store management.
+- [agentlux/agentlux-mcp](https://github.com/agentlux/agentlux-mcp) [](https://glama.ai/mcp/servers/agentlux/agentlux-mcp) ๐ โ๏ธ ๐ ๐ช ๐ง - Agent marketplace and services MCP server for AgentLux. Browse marketplace items, manage agent identity, creator workflows, service hires, social flows, and Base/x402 commerce through 33 tools. Install via `npx -y @agentlux/mcp-server`.
- [mrslbt/rakuten-mcp](https://github.com/mrslbt/rakuten-mcp) [](https://glama.ai/mcp/servers/mrslbt/rakuten-mcp) ๐ โ๏ธ - Rakuten API integration for product search, hotel and travel booking, and recipe lookup across Japan's largest e-commerce platform. Install via `npx rakuten-mcp`.
- [laundromatic/shopgraph](https://github.com/laundromatic/shopgraph) [](https://glama.ai/mcp/servers/laundromatic/shopgraph) ๐ โ๏ธ - Structured product data from the open web โ Schema.org + AI extraction for e-commerce enrichment. Pay per call via Stripe. [shopgraph.dev](https://shopgraph.dev)
- [lofder/dsers-mcp-product](https://github.com/lofder/dsers-mcp-product) [](https://glama.ai/mcp/servers/lofder/dsers-mcp-product) ๐ โ๏ธ - Automate AliExpress/Alibaba dropshipping product import to Shopify or Wix via DSers. Bulk import, variant editing, pricing rules, and multi-store push with a single command.
@@ -1125,12 +1190,15 @@ MCP servers for e-commerce platforms and online store management.
- [the402ai/mcp-server](https://github.com/the402ai/mcp-server) [](https://glama.ai/mcp/servers/the402ai/mcp-server) ๐ โ๏ธ ๐ ๐ช ๐ง - AI agent service marketplace with x402 micropayments (USDC on Base). 30 tools for browsing services, purchasing, managing conversation threads, listing services as a provider, handling subscriptions, and tracking earnings. Install via `npx -y @the402/mcp-server`.
- [cmcgrabby-hue/syndicate-links](https://github.com/cmcgrabby-hue/syndicate-links/tree/master/mcp) [](https://glama.ai/mcp/servers/cmcgrabby-hue/syndicate-links) ๐ ๐ ๐ ๐ช ๐ง - Affiliate commission infrastructure for AI agents. 7 tools for program discovery, attribution tracking, commission status, and payouts. Search programs, get details, track conversions with signed attribution tokens, and trigger settlement cycles. Install via `npx syndicate-links-mcp`.
+- [PCDCK/ozon-mcp](https://github.com/PCDCK/ozon-mcp) [](https://glama.ai/mcp/servers/PCDCK/ozon-mcp) ๐ โ๏ธ ๐ ๐ช ๐ง - Knowledge-rich MCP server for the full Ozon Seller + Performance API (466 methods, 15 MCP tools). Auto-pagination over 4 cursor styles, subscription-tier pre-flight, rate-limit management with exponential back-off, and 13 curated analytical workflows (OOS risk, cabinet health, content audit, pricing, warehouse distribution). Russian + English BM25 search across the catalog.
+- [pepabo/colormeshop-mcp](https://github.com/pepabo/colormeshop-mcp) [](https://glama.ai/mcp/servers/pepabo/colormeshop-mcp) ๐๏ธ โ๏ธ - Official remote MCP server for Color Me Shop (GMO Pepabo), a Japanese e-commerce platform. Manage orders, products, inventory, customers, coupons, and shop settings via natural language.
### ๐ณ Environment & Nature
Provides access to environmental data and nature-related tools, services and information.
- [aliafsahnoudeh/wildfire-mcp-server](https://github.com/aliafsahnoudeh/wildfire-mcp-server) ๐ โ๏ธ ๐ ๐ช ๐ง - MCP server for detecting, monitoring, and analyzing potential wildfires globally using multiple data sources including NASA FIRMS, OpenWeatherMap, and Google Earth Engine.
+- [nalediym/touch-grass](https://github.com/nalediym/touch-grass) [](https://glama.ai/mcp/servers/nalediym/touch-grass) ๐ ๐ ๐ ๐ช ๐ง - Claude Code plugin and MCP server that nudges you to take outdoor breaks based on local weather, sunset timing, and session streaks. Tools: `check_grass_conditions`, `suggest_activity`, `log_touch_grass`, `get_stats`. Fully local, no API keys, no cloud storage.
### ๐ File Systems
@@ -1142,6 +1210,7 @@ Provides direct access to local file systems with configurable permissions. Enab
- [cyberchitta/llm-context.py](https://github.com/cyberchitta/llm-context.py) ๐ ๐ - Share code context with LLMs via MCP or clipboard
- [ebbfijsf/agent-reader](https://github.com/ebbfijsf/agent-reader) [](https://glama.ai/mcp/servers/ebbfijsf/agent-reader) ๐ ๐ ๐ ๐ช ๐ง - Document beautifier for AI agents. Converts Markdown to styled webpages (with sidebar TOC), Word, PDF, and full-screen image slideshows. Zero-config via `npx agent-reader mcp`.
- [efforthye/fast-filesystem-mcp](https://github.com/efforthye/fast-filesystem-mcp) ๐ ๐ ๐ ๐ช ๐ง - Advanced filesystem operations with large file handling capabilities and Claude-optimized features. Provides fast file reading/writing, sequential reading for large files, directory operations, file search, and streaming writes with backup & recovery.
+- [ellmos-ai/ellmos-filecommander-mcp](https://github.com/ellmos-ai/ellmos-filecommander-mcp) [](https://glama.ai/mcp/servers/ellmos-ai/ellmos-filecommander-mcp) ๐ ๐ ๐ ๐ช ๐ง - Comprehensive local filesystem MCP server with file management, process control, interactive sessions, async search, and safe delete via Recycle Bin.
- [exoticknight/mcp-file-merger](https://github.com/exoticknight/mcp-file-merger) ๐๏ธ ๐ - File merger tool, suitable for AI chat length limits.
- [filesystem@quarkiverse/quarkus-mcp-servers](https://github.com/quarkiverse/quarkus-mcp-servers/tree/main/filesystem) โ ๐ - A filesystem allowing for browsing and editing files implemented in Java using Quarkus. Available as jar or native image.
- [hmk/box-mcp-server](https://github.com/hmk/box-mcp-server) ๐ โ๏ธ - Box integration for listing, reading and searching files
@@ -1164,9 +1233,12 @@ Provides direct access to local file systems with configurable permissions. Enab
### ๐ฐ Finance & Fintech
- [mrslbt/xendit-mcp](https://github.com/mrslbt/xendit-mcp) [](https://glama.ai/mcp/servers/mrslbt/xendit-mcp) ๐ โ๏ธ - Xendit payment gateway for Southeast Asia. Invoices, disbursements, balance checks, and bank transfers across Indonesia, Philippines, Thailand, Vietnam, and Malaysia. Install via `npx xendit-mcp`.
+- [@arbitova/mcp-server](https://github.com/jiayuanliang0716-max/Arbitova) [](https://glama.ai/mcp/servers/jiayuanliang0716-max/Arbitova) ๐ โ๏ธ - Non-custodial on-chain escrow + AI dispute arbitration for agent-to-agent USDC payments on Base. Seven tools covering the full `EscrowV1` contract surface: create escrow, mark delivered with on-chain content hash, confirm or dispute, arbiter resolves with signed verdict, cancel/escalate on timeout. `npx @arbitova/mcp-server`
- [@asterpay/mcp-server](https://github.com/timolein74/asterpay-mcp-server) [](https://glama.ai/mcp/servers/timolein74/asterpay-mcp-server) ๐ โ๏ธ - EUR settlement for AI agents via x402 protocol. Market data, AI tools, crypto analytics โ pay-per-call in USDC on Base. SEPA Instant EUR off-ramp.
+- [@czagents/cnb](https://github.com/martinhavel/cz-agents-mcp) [](https://glama.ai/mcp/servers/martinhavel/cz-agents-mcp) ๐ โ๏ธ ๐ ๐ ๐ช ๐ง - Czech National Bank (ฤNB) daily FX rates: fetch official CZK exchange rates, convert between currencies, fetch historical rates. Cached 10 min to ease upstream load. npm `@czagents/cnb` or HTTP at cnb.cz-agents.dev/mcp.
- [@frihet/mcp-server](https://github.com/Frihet-io/frihet-mcp) [](https://glama.ai/mcp/servers/Frihet-io/frihet-mcp) ๐ โ๏ธ - AI-native business management โ invoices, expenses, clients, products, and quotes. 31 tools for Claude, Cursor, Windsurf, and Cline.
- [@iiatlas/hledger-mcp](https://github.com/iiAtlas/hledger-mcp) ๐ ๐ ๐ ๐ช - Double entry plain text accounting, right in your LLM! This MCP enables comprehensive read, and (optional) write access to your local [HLedger](https://hledger.org/) accounting journals.
+- [@openpulsechain/mcp-server](https://github.com/openpulsechain/public/tree/main/mcp-server) [](https://glama.ai/mcp/servers/openpulsechain/public) ๐ โ๏ธ - PulseChain on-chain analytics: token safety scores (0-100), honeypot detection, whale tracking, smart money feed, scam alerts, DEX volume, bridge stats, holder leagues. 11 free + 9 pro tools. `npx @openpulsechain/mcp-server`
- [aaronjmars/web3-research-mcp](https://github.com/aaronjmars/web3-research-mcp) ๐ โ๏ธ - Deep Research for crypto - free & fully local
- [ahmetsbilgin/finbrain-mcp](https://github.com/ahmetsbilgin/finbrain-mcp) ๐๏ธ ๐ โ๏ธ ๐ - Access institutional-grade alternative financial data directly in your LLM workflows.
- [ahnlabio/bicscan-mcp](https://github.com/ahnlabio/bicscan-mcp) ๐๏ธ ๐ โ๏ธ - Risk score / asset holdings of EVM blockchain address (EOA, CA, ENS) and even domain names.
@@ -1175,12 +1247,19 @@ Provides direct access to local file systems with configurable permissions. Enab
- [alchemy/alchemy-mcp-server](https://github.com/alchemyplatform/alchemy-mcp-server) ๐๏ธ ๐ โ๏ธ - Allow AI agents to interact with Alchemy's blockchain APIs.
- [anjor/coinmarket-mcp-server](https://github.com/anjor/coinmarket-mcp-server) ๐ โ๏ธ - Coinmarket API integration to fetch cryptocurrency listings and quotes
- [araa47/jupiter-mcp](https://github.com/araa47/jupiter-mcp) ๐ โ๏ธ - Jupiter API Access (allow AI to Trade Tokens on Solana + Access Balances + Search Tokens + Create Limit Orders )
+- [arcadia-finance/mcp-server](https://github.com/arcadia-finance/mcp-server) [](https://glama.ai/mcp/servers/arcadia-finance/arcadia-finance-mcp-server) ๐๏ธ ๐ โ๏ธ ๐ - Manage Uniswap and Aerodrome liquidity positions with leverage, automated rebalancing, and yield optimization on Base, Unichain, and Optimism.
- [ariadng/metatrader-mcp-server](https://github.com/ariadng/metatrader-mcp-server) ๐ ๐ ๐ช - Enable AI LLMs to execute trades using MetaTrader 5 platform
- [aranjan/kite-mcp](https://github.com/aranjan/kite-mcp) [](https://glama.ai/mcp/servers/aranjan/kite-mcp) ๐ ๐ - Trade Indian stocks on Zerodha Kite via natural conversation. 14 tools for holdings, orders, quotes, GTT triggers, and more with automated TOTP login.
- [armorwallet/armor-crypto-mcp](https://github.com/armorwallet/armor-crypto-mcp) ๐ โ๏ธ - MCP to interface with multiple blockchains, staking, DeFi, swap, bridging, wallet management, DCA, Limit Orders, Coin Lookup, Tracking and more.
+- [atomno-labs/mcp-cbr-rates](https://github.com/atomno-labs/mcp-cbr-rates) [](https://glama.ai/mcp/servers/atomno-labs/mcp-cbr-rates) ๐ โ๏ธ - Central Bank of Russia (ะฆะ ะ ะค) data โ currency exchange rates (daily and historical), key interest rate, inflation, and aggregated macro statistics. Five typed tools backed by an in-memory TTL cache. No API key required.
+- [atomno-labs/mcp-egrul](https://github.com/atomno-labs/mcp-egrul) [](https://glama.ai/mcp/servers/atomno-labs/mcp-egrul) ๐ ๐ - Russian state registries EGRUL (legal entities) and EGRIP (individual entrepreneurs), built on official Federal Tax Service open-data dumps. Self-hosted via local SQLite, no API key required.
+- [atomno-labs/mcp-fns-check](https://github.com/atomno-labs/mcp-fns-check) [](https://glama.ai/mcp/servers/atomno-labs/mcp-fns-check) ๐ โ๏ธ - Russian counterparty due diligence โ INN/OGRN lookup against EGRUL/EGRIP, bankruptcy registry (EFRSB), tax debts (Transparent Business), FSSP enforcement proceedings, and arbitration courts (KAD). Aggregated verdict with risk flags and recommendations. No API key required (public Federal Tax Service data).
+- [jackrain19743/hou-tea-mcp-server](https://github.com/jackrain19743/hou-tea-mcp-server) [](https://glama.ai/mcp/servers/jackrain19743/hou-tea-mcp-server) ๐ โ๏ธ - Browse, recommend, and **buy authentic Chinese tea** from hou-tea.com using **USDC stablecoin via the x402 protocol**. First commerce MCP that ships real on-chain payment intents (delegated to wallet MCPs like `@coinbase/payments-mcp`). 8 tools: browse / recommend / explain / compare / health-filter / payment / order-status / agent-card.
- [autonsol/sol-mcp](https://github.com/autonsol/sol-mcp) [](https://glama.ai/mcp/servers/autonsol/sol-mcp) ๐ โ๏ธ - Solana token risk scoring and pump.fun graduation signals. Score any token by mint address (0-100 risk, risk_label, holder concentration, liquidity), detect graduation momentum (buy/sell ratio, velocity), and query trust attestations. Live API. Freemium โ 4 free tools, PRO via x402 micropayments ($0.01/call USDC).
+- [vdalhambra/axiom-calculator-mcp](https://github.com/vdalhambra/axiom-calculator-mcp) [](https://glama.ai/mcp/servers/vdalhambra/axiom-calculator-mcp) ๐ ๐ ๐ ๐ช ๐ง - Personal finance calculators โ mortgage payments, compound interest, FIRE retirement number, loan comparison, true credit cost, and debt payoff. 8 tools, zero API keys, works with `uvx axiom-calculator-mcp`.
- [azeth-protocol/mcp-server](https://github.com/azeth-protocol/mcp-server) [](https://glama.ai/mcp/servers/@azeth-protocol/mcp-azeth) ๐ โ๏ธ - Trust infrastructure for the machine economy โ non-custodial ERC-4337 smart accounts, x402 payments, on-chain reputation via ERC-8004, and service discovery for AI agents.
- [bakyang2/kr-crypto-intelligence](https://github.com/bakyang2/kr-crypto-intelligence) [](https://glama.ai/mcp/servers/bakyang2/kr-crypto-intelligence) ๐ โ๏ธ - Korean crypto market data + AI analysis for trading agents. 7 tools: AI market read ($0.10, 9 data sources + Claude AI signal), Kimchi Premium, stablecoin premium, Upbit/Bithumb prices, USD/KRW FX rate. Pay-per-use via x402 on Base/Solana.
+- [cuthongthai-vn/vimo-mcp-server](https://github.com/cuthongthai-vn/vimo-mcp-server) [](https://glama.ai/mcp/servers/cuthongthai-vn/vimo-mcp-server) ๐ โ๏ธ - Vietnam stock market intelligence โ 35 tools: real-time SSI quotes, technical analysis, financial statements, stock screener (13 strategies), AI picks, foreign flow, macro indicators, and 13 investment playbook categories
- [bankless/onchain-mcp](https://github.com/Bankless/onchain-mcp/) ๐ โ๏ธ - Bankless Onchain API to interact with smart contracts, query transaction and token information
- [bolivian-peru/baozi-mcp](https://github.com/bolivian-peru/baozi-mcp) ๐ โ๏ธ - 68 tools for AI agents to interact with Solana prediction markets on [Baozi.bet](https://baozi.bet) โ browse markets, place bets, claim winnings, create markets, and earn affiliate commissions.
- [base/base-mcp](https://github.com/base/base-mcp) ๐๏ธ ๐ โ๏ธ - Base Network integration for onchain tools, allowing interaction with Base Network and Coinbase API for wallet management, fund transfers, smart contracts, and DeFi operations
@@ -1192,9 +1271,11 @@ 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) ๐ ๐ ๐ ๐ช ๐ง - Self-hosted Bitcoin Core MCP server โ 43 tools, 6 prompts, and 7 resources. Fee intelligence with USD conversion and send-now-or-wait advice, mempool analysis, mining pool rankings, market sentiment, block/transaction inspection, and BTC price. Your local node or hosted via Satoshi API (zero install).
- [botwallet-co/mcp](https://github.com/botwallet-co/mcp) [](https://glama.ai/mcp/servers/botwallet-co/mcp) ๐ โ๏ธ ๐ ๐ ๐ช ๐ง - Wallet for AI agents. Earn via invoices, spend on other agents and paid APIs, manage USDC on Solana with human-set spending limits and FROST 2-of-2 threshold signing.
- [bubilife1202/crossfin](https://github.com/bubilife1202/crossfin) ๐ โ๏ธ - Korean & global crypto exchange routing, arbitrage signals, and x402 USDC micropayments for AI agents. 16 tools, 9 exchanges, 11 bridge coins.
+- [cahthuranag/mcp-server](https://github.com/cahthuranag/mcp-server) [](https://glama.ai/mcp/servers/cahthuranag/mcp-server) ๐ โ๏ธ - AllRatesToday currency exchange rates: real-time mid-market rates for 160+ currencies (Reuters/Refinitiv), historical data (1d/7d/30d/1y), currency list, and multi-target lookups. Free tier, no key needed for the simple-rate endpoint. Install: `npx @allratestoday/mcp-server`.
- [carsol/monarch-mcp-server](https://github.com/carsol/monarch-mcp-server) ๐ โ๏ธ - MCP server providing read-only access to Monarch Money financial data, enabling AI assistants to analyze transactions, budgets, accounts, and cashflow data with MFA support.
- [calintzy/evmscope](https://github.com/calintzy/evmscope) [](https://glama.ai/mcp/servers/calintzy/evmscope) ๐ โ๏ธ - EVM blockchain intelligence toolkit with 20 tools for token prices, gas comparison, swap quotes, yield rates, honeypot detection, and transaction simulation across Ethereum, Polygon, Arbitrum, Base, and Optimism. Zero config, no API keys required.
- [chargebee/mcp](https://github.com/chargebee/agentkit/tree/main/modelcontextprotocol) ๐๏ธ ๐ โ๏ธ - MCP Server that connects AI agents to [Chargebee platform](https://www.chargebee.com/).
+- [chopmob-cloud/AlgoVoi-Platform-Adapters](https://github.com/chopmob-cloud/AlgoVoi-Platform-Adapters/tree/master/mcp-server) [](https://glama.ai/mcp/servers/chopmob-cloud/AlgoVoi-Platform-Adapters) ๐ ๐ ๐ ๐ ๐ช ๐ง - AlgoVoi crypto payment gateway MCP. Create hosted checkout links, verify on-chain payments, generate MPP/x402/AP2 agent-commerce challenges. Supports USDC + native tokens (ALGO/VOI/HBAR/XLM) on Algorand, VOI, Hedera, and Stellar โ mainnet + testnet. Routes through AlgoVoi Cloud for managed payouts. Install: `npx @algovoi/mcp-server` or `uvx algovoi-mcp`.
- [chrisbusbin-pixel/propfirmdealfinder-mcp-server](https://github.com/chrisbusbin-pixel/propfirmdealfinder-mcp-server) [](https://glama.ai/mcp/servers/chrisbusbin-pixel/propfirmdealfinder-mcp-server) ๐ โ๏ธ - Aggregates proprietary trading firm discounts, reviews, and affiliate deals across 20+ prop firms. Query live discount codes, compare firms by country, and check featured deals via MCP tools.
- [grahammccain/chart-library-mcp](https://github.com/grahammccain/chart-library-mcp) [](https://glama.ai/mcp/servers/grahammccain/chart-library-mcp) ๐ โ๏ธ - Historical stock chart pattern intelligence for AI agents. 24M pre-computed embeddings across 15K stocks and 10 years of data. Search by ticker+date or screenshot to find the most similar historical patterns and see what happened next. 19 tools including pattern search, forward returns, regime analysis, and trade simulation. Install: `pip install chartlibrary-mcp`. Free tier: 200 calls/day.
- [CryptoRugMunch/rug-munch-mcp](https://github.com/CryptoRugMunch/rug-munch-mcp) [](https://glama.ai/mcp/servers/@CryptoRugMunch/rug-munch-intelligence) ๐ โ๏ธ - 19 crypto token risk intelligence tools for AI agents. Rug pull detection, honeypot scoring, deployer tracking, holder deep-dive, KOL shill detection, social OSINT, and LLM forensic analysis. Free tier (1 call/day) + API keys + x402 USDC micropayments. Remote SSE transport available.
@@ -1208,17 +1289,21 @@ Provides direct access to local file systems with configurable permissions. Enab
- [debridge-finance/debridge-mcp](https://github.com/debridge-finance/debridge-mcp) [](https://glama.ai/mcp/servers/@debridge-finance/de-bridge) ๐ ๐ โ๏ธ - Cross-chain swaps and bridging across EVM and Solana blockchains via the deBridge protocol. Enables AI agents to discover optimal routes, evaluate fees, and initiate non-custodial trades.
- [decidefyi/decide](https://github.com/decidefyi/decide) ๐ โ๏ธ - Deterministic refund eligibility notary MCP server. Returns ALLOWED / DENIED / UNKNOWN for subscription refunds (Adobe, Spotify, etc.) via a stateless rules engine.
- [debtstack-ai/debtstack-python](https://github.com/debtstack-ai/debtstack-python) ๐ โ๏ธ - Corporate debt structure data for AI agents. Search 250+ issuers, 5,000+ bonds with leverage ratios, seniority, covenants, guarantor chains, and FINRA TRACE pricing.
+- [Declan142/calcnook-mcp-server](https://github.com/Declan142/calcnook-mcp-server) [](https://glama.ai/mcp/servers/Declan142/calcnook-mcp-server) ๐ ๐ ๐ ๐ช ๐ง - Personal finance calculations across 7 countries (US, UK, CA, AU, AE, SA, India) plus Sharia-compliant Islamic finance (Zakat, Murabaha, Ijarah, Mudarabah, Hajj savings, halal stock screening). 17 tools wrapping the deterministic [calcnook](https://pypi.org/project/calcnook/) engine โ income tax, SIP/EMI/loans, retirement, EOSG, VAT, currency formatting (incl. Indian lakh/crore), and BMI/BMR/TDEE. Zero API keys, pure stdlib. Install with `uvx calcnook-mcp`.
- [demwick/polymarket-agent-mcp](https://github.com/demwick/polymarket-agent-mcp) [](https://glama.ai/mcp/servers/demwick/polymarket-agent-mcp) ๐ ๐ - 49-tool Polymarket prediction market suite for AI agents. Direct trading, smart money flow detection, copy trading with auto-monitor, backtesting, arbitrage scanning, portfolio optimization, and real-time WebSocket price streaming. Preview mode for simulation, live mode for real orders.
- [OSOJDJD/deeplook](https://github.com/OSOJDJD/deeplook) [](https://glama.ai/mcp/servers/OSOJDJD/deeplook) ๐ โ๏ธ ๐ ๐ ๐ช ๐ง - Free company research agent โ 10 data sources, structured reports with bull/bear verdict in ~10 seconds. Stocks, crypto, and private companies.
- [dan1d/dolar-mcp](https://github.com/dan1d/dolar-mcp) [](https://glama.ai/mcp/servers/dan1d/dolar-mcp) ๐ โ๏ธ - Argentine exchange rates for AI agents via DolarAPI. Dollar blue, oficial, MEP, CCL, crypto, tarjeta โ plus currency conversion and spread calculator.
- [doggybee/mcp-server-ccxt](https://github.com/doggybee/mcp-server-ccxt) ๐ โ๏ธ - An MCP server for accessing real-time crypto market data and trading via 20+ exchanges using the CCXT library. Supports spot, futures, OHLCV, balances, orders, and more.
- [douglasborthwick-crypto/mcp-server-insumer](https://github.com/douglasborthwick-crypto/mcp-server-insumer) [](https://glama.ai/mcp/servers/@douglasborthwick-crypto/mcp-server-insumer) ๐ โ๏ธ - On-chain attestation across 31 blockchains. 25 tools: ECDSA-signed verification, wallet trust profiles, compliance templates, merchant onboarding, ACP/UCP commerce protocols.
- [edge-claw/mood-booster-agent](https://github.com/edge-claw/mood-booster-agent) [](https://glama.ai/mcp/servers/@edge-claw/mood-booster-agent) ๐ โ๏ธ - ERC-8004 registered AI Agent that delivers uplifting messages via MCP (SSE transport) with on-chain USDC tipping, ERC-8004 reputation feedback, and discovery across 6 chains.
+- [equivault/equivault-mcp](https://github.com/equivault/equivault-mcp) [](https://glama.ai/mcp/servers/equivault/equivault-mcp) ๐๏ธ ๐ โ๏ธ - Official [EquiVault](https://equivault.ai) MCP โ AI-powered equity research for Claude. 38 tools covering company fundamentals, financial statements, ratios & metrics, stock quotes, screening, peer comparison, investment narrative, guidance tracking, segments, capital allocation, insider transactions, earnings quality, signals intelligence, alerts, briefs, portfolio analytics, and more. Tier-aware with graceful upgrade prompts. Install via `npx equivault-mcp`.
- [AiAgentKarl/solana-mcp-server](https://github.com/AiAgentKarl/solana-mcp-server) [](https://glama.ai/mcp/servers/AiAgentKarl/solana-mcp-server) ๐ ๐ - Solana blockchain data for AI agents โ wallet balances, token prices, DeFi yields (Raydium + Orca), and token safety checks (RugCheck scores, holder concentration, insider detection).
- [ExpertVagabond/solana-mcp-server](https://github.com/ExpertVagabond/solana-mcp-server) [](https://glama.ai/mcp/servers/ExpertVagabond/solana-mcp-server) ๐ โ๏ธ - 25 tools for Solana blockchain โ wallet management, SOL/SPL token transfers, SPL token creation and minting, account operations, and network switching (mainnet/devnet/testnet).
- [Handshake58/DRAIN-marketplace](https://github.com/Handshake58/DRAIN-marketplace) ๐ โ๏ธ - Open marketplace for AI services โ LLMs, image/video generation, web scraping, model hosting, data extraction, and more. Agents pay per use with USDC micropayments on Polygon. No API keys, no subscriptions.
+- [Haiku-Trading/haiku-mcp-server](https://github.com/Haiku-Trading/haiku-mcp-server) [](https://glama.ai/mcp/servers/Haiku-Trading/haiku-mcp-server) ๐ โ๏ธ - DeFi execution MCP server โ swap, provide liquidity, lend, bridge, and run yield strategies across 22 chains. 7 tools for token discovery, portfolio analysis, quoting, and execution. `npx haiku-mcp-server`
- [hifriendbot/agentwallet-mcp](https://github.com/hifriendbot/agentwallet-mcp) [](https://glama.ai/mcp/servers/hifriendbot/agentwallet-mcp) ๐ โ๏ธ - Permissionless wallet infrastructure for AI agents. 29 tools for wallet creation, transaction signing, token transfers, and x402 payments across all EVM chains and Solana. No KYC, no API keys โ agents pay with USDC.
- [etbars/vibetrader-mcp](https://github.com/etbars/vibetrader-mcp) ๐ โ๏ธ - AI-powered trading bot platform. Create automated trading strategies with natural language via Alpaca brokerage.
+- [evan-moon/firma](https://github.com/evan-moon/firma) [](https://glama.ai/mcp/servers/evan-moon/firma) ๐ ๐ ๐ ๐ช ๐ง - Local-first CLI asset tracker for overseas stock investors with Claude Desktop MCP integration. 13 tools for portfolio tracking, net worth snapshots, cash flow analysis, and market research (earnings, insider trades, SEC filings) via Finnhub. Install: `npm install -g firma-app`.
- [Fan Token Intel MCP](https://github.com/BrunoPessoa22/chiliz-marketing-intel) ๐ โ๏ธ - 67+ tools for fan token intelligence: whale flows, signal scores, sports calendar, backtesting, DEX trading, social sentiment. SSE transport with Bearer auth.
- [fernsugi/x402-api-server](https://github.com/fernsugi/x402-api-server/tree/main/mcp-server) [](https://glama.ai/mcp/servers/fernsugi/x402-api) ๐ โ๏ธ - Pay-per-call DeFi data API for AI agents via x402 micropayments (USDC on Base). 8 endpoints: price feeds, gas tracker, DEX quotes, whale tracker, yield scanner, funding rates, token scanner, wallet profiler. No API keys needed.
- [ferdousbhai/investor-agent](https://github.com/ferdousbhai/investor-agent) ๐ โ๏ธ - Yahoo Finance integration to fetch stock market data including options recommendations
@@ -1244,11 +1329,14 @@ Provides direct access to local file systems with configurable permissions. Enab
- [hypurrquant/perp-cli](https://github.com/hypurrquant/perp-cli) [](https://glama.ai/mcp/servers/hypurrquant/perp-cli) ๐ โ๏ธ ๐ ๐ ๐ช ๐ง - Multi-DEX perpetual futures trading MCP server for Pacifica (Solana), Hyperliquid (HyperEVM), and Lighter (Ethereum). 18 tools for market data, trade execution with dry-run safety, funding rate arbitrage scanning, portfolio analytics, and cross-exchange comparison.
- [sentien-labs/verdictswarm-mcp](https://github.com/sentien-labs/verdictswarm-mcp) [](https://glama.ai/mcp/servers/sentien-labs/verdictswarm-mcp) ๐ ๐ - Multi-AI crypto token scanner. 6 AI agents independently analyze and debate token risk on Solana, Base, and Ethereum. Detects rug pulls, honeypots, holder concentration, and wash trading through adversarial consensus.
- [hoqqun/stooq-mcp](https://github.com/hoqqun/stooq-mcp) ๐ฆ โ๏ธ - Fetch real-time stock prices from Stooq without API keys. Supports global markets (US, Japan, UK, Germany).
+- [horustechltd/horus-flow-mcp](https://github.com/horustechltd/horus-flow-mcp) [](https://glama.ai/mcp/servers/horustechltd/horus-flow-mcp) ๐ โ๏ธ - Institutional-grade crypto and US equity orderflow engine for real-time liquidity analysis and institutional alpha.
- [Hovsteder/powersun-tron-mcp](https://github.com/Hovsteder/powersun-tron-mcp) [](https://glama.ai/mcp/servers/Hovsteder/powersun-tron-mcp) ๐ โ๏ธ - TRON Energy & Bandwidth marketplace and DEX swap aggregator for AI agents. 27 tools for buying energy, swapping TRC-20 tokens via SunSwap DEX, selling resources, and earning passive income. Remote Streamable HTTP with 3 payment methods (API Key, HTTP 402, x402 USDC).
- [HuggingAGI/mcp-baostock-server](https://github.com/HuggingAGI/mcp-baostock-server) ๐ โ๏ธ - MCP server based on baostock, providing access and analysis capabilities for Chinese stock market data.
+- [ignaciohermosillacornejo/copilot-money-mcp](https://github.com/ignaciohermosillacornejo/copilot-money-mcp) [](https://glama.ai/mcp/servers/ignaciohermosillacornejo/copilot-money-mcp) ๐ ๐ โ๏ธ ๐ - Read and manage [Copilot Money](https://copilot.money) personal finance data โ 30 tools for transactions, budgets, accounts, recurring charges, investments, and goals. Reads are 100% local from the Firestore cache; opt-in writes (`--write`) go directly to Copilot's GraphQL API.
- [IndigoProtocol/indigo-mcp](https://github.com/IndigoProtocol/indigo-mcp) [](https://glama.ai/mcp/servers/IndigoProtocol/indigo-mcp) ๐ โ๏ธ ๐ - MCP server for Indigo Protocol on Cardano โ iAsset prices, CDP/loan analytics, stability pools, INDY staking, governance, and DEX data for LLM agents
- [IndigoProtocol/cardano-mcp](https://github.com/IndigoProtocol/cardano-mcp) [](https://glama.ai/mcp/servers/IndigoProtocol/cardano-mcp) ๐ โ๏ธ ๐ - Cardano blockchain MCP server for wallet interactions โ submit transactions, fetch addresses, read UTxOs, check balances, resolve ADAHandles, and check stake delegation
- [intentos-labs/beeper-mcp](https://github.com/intentos-labs/beeper-mcp) ๐ - Beeper provides transactions on BSC, including balance/token transfers, token swaps in Pancakeswap and beeper reward claims.
+- [babyblueviper1/invinoveritas](https://github.com/babyblueviper1/invinoveritas) [](https://glama.ai/mcp/servers/babyblueviper1/invinoveritas) ๐ โ๏ธ - Lightning-native AI reasoning, decisions, persistent memory, and agent marketplace for autonomous agents. Pay-per-use via Bitcoin Lightning. Register free โ 250 starter sats. Agents earn sats selling services (seller keeps 95%), DM each other, and run autonomously. `npm install invinoveritas-mcp`
- [JamesANZ/bitcoin-mcp](https://github.com/JamesANZ/bitcoin-mcp) ๐ ๐ - An MCP server that enables AI models to query the Bitcoin blockchain.
- [JamesANZ/evm-mcp](https://github.com/JamesANZ/evm-mcp) ๐ โ๏ธ - An MCP server that provides complete access to Ethereum Virtual Machine (EVM) JSON-RPC methods. Works with any EVM-compatible node provider including Infura, Alchemy, QuickNode, local nodes, and more.
- [JamesANZ/prediction-market-mcp](https://github.com/JamesANZ/prediction-market-mcp) ๐ โ๏ธ - An MCP server that provides real-time prediction market data from multiple platforms including Polymarket, PredictIt, and Kalshi. Enables AI assistants to query current odds, prices, and market information through a unified interface.
@@ -1256,6 +1344,7 @@ Provides direct access to local file systems with configurable permissions. Enab
- [janswist/mcp-dexscreener](https://github.com/janswist/mcp-dexscreener) ๐ โ๏ธ - Real-time on-chain market prices using open and free Dexscreener API
- [jjlabsio/korea-stock-mcp](https://github.com/jjlabsio/korea-stock-mcp) ๐ โ๏ธ - An MCP Server for Korean stock analysis using OPEN DART API and KRX API
- [joepangallo/mcp-server-agentpay](https://github.com/joepangallo/mcp-server-agentpay) [](https://glama.ai/mcp/servers/ict1p5dlrr) ๐ โ๏ธ - Payment gateway for autonomous AI agents. Single gateway key for tool discovery, auto-provisioning, and pay-per-call metering. Supports Stripe and x402 USDC for fully autonomous wallet funding.
+- [JosueM1109/personal-finance-mcp](https://github.com/JosueM1109/personal-finance-mcp) [](https://glama.ai/mcp/servers/JosueM1109/personal-finance-mcp) ๐ โ๏ธ ๐ - Self-hosted, read-only MCP server that connects banks, credit cards, loans, and brokerage accounts via Plaid. 9 tools for balances, transactions, recurring charges, liabilities, and investment holdings.
- [jacobsd32-cpu/djd-agent-score-mcp](https://github.com/jacobsd32-cpu/djd-agent-score-mcp) [](https://glama.ai/mcp/servers/@jacobsd32-cpu/djd-agent-score-mcp) ๐ โ๏ธ - Reputation scoring for AI agent wallets on Base. 9 tools: trust scores, fraud reports, blacklist checks, leaderboard, badge generation, and agent registration. Free + x402 paid tiers.
- [kukapay/binance-alpha-mcp](https://github.com/kukapay/binance-alpha-mcp) ๐ โ๏ธ - An MCP server for tracking Binance Alpha trades, helping AI agents optimize alpha point accumulation.
- [kukapay/bitcoin-utxo-mcp](https://github.com/kukapay/bitcoin-utxo-mcp) ๐ โ๏ธ - An MCP server that tracks Bitcoin's Unspent Transaction Outputs (UTXO) and block statistics.
@@ -1311,9 +1400,11 @@ Provides direct access to local file systems with configurable permissions. Enab
- [kukapay/wallet-inspector-mcp](https://github.com/kukapay/wallet-inspector-mcp) ๐ โ๏ธ - An MCP server that empowers AI agents to inspect any walletโs balance and onchain activity across major EVM chains and Solana chain.
- [kukapay/web3-jobs-mcp](https://github.com/kukapay/web3-jobs-mcp) ๐ โ๏ธ - An MCP server that provides AI agents with real-time access to curated Web3 jobs.
- [kukapay/whale-tracker-mcp](https://github.com/kukapay/whale-tracker-mcp) ๐ โ๏ธ - A mcp server for tracking cryptocurrency whale transactions.
+- [Liquidiction/liquidiction-mcp](https://github.com/Liquidiction/liquidiction-mcp) [](https://glama.ai/mcp/servers/Liquidiction/liquidiction-mcp) ๐ โ๏ธ - Live Hyperliquid HIP-4 prediction market data. 10 tools for odds, orderbooks, candles, trades, and portfolio positions. First MCP server for on-chain prediction markets. No API keys required.
- [Frontier-Compute/zcash-mcp](https://github.com/Frontier-Compute/zcash-mcp) [](https://glama.ai/mcp/servers/Frontier-Compute/zcash-mcp) ๐ โ๏ธ - Zcash shielded operations for AI agents. Chain queries, memo decoding, on-chain attestation, and proof verification.
- [KyuRish/trading212-mcp-server](https://github.com/KyuRish/trading212-mcp-server) [](https://glama.ai/mcp/servers/@KyuRish/trading212-mcp-server) ๐ โ๏ธ - Trading 212 API integration with 28 tools for portfolio management, trading (market/limit/stop orders), pies, dividends, market data, and analytics. Built-in rate limiting.
- [klever-io/mcp-klever-vm](https://github.com/klever-io/mcp-klever-vm) ๐๏ธ ๐ โ๏ธ - Klever blockchain MCP server for smart contract development, on-chain data exploration, account and asset queries, transaction analysis, and contract deployment tooling.
+- [kindrat86/mcp-deal-flow-signal](https://github.com/kindrat86/mcp-deal-flow-signal) [](https://glama.ai/mcp/servers/kindrat86/mcp-deal-flow-signal) ๐ โ๏ธ - VC deal flow signals from GitHub engineering activity. Tracks startup commit velocity, contributor growth, and repo expansion across 20 sectors for seed and Series A investors. No API key required. Install: `npx @gitdealflow/mcp-signal`.
- [laukikk/alpaca-mcp](https://github.com/laukikk/alpaca-mcp) ๐ โ๏ธ - An MCP Server for the Alpaca trading API to manage stock and crypto portfolios, place trades, and access market data.
- [lightningfaucet/lightning-wallet-mcp](https://github.com/lightningfaucet/lightning-wallet-mcp) [](https://glama.ai/mcp/servers/lightningfaucet/lightning-wallet-mcp) ๐ โ๏ธ - Give AI agents a Bitcoin Lightning wallet with L402/X402 paid API support, operator/agent hierarchy, budget controls, and CLI interface.
- [likidodefi/riskstate-mcp](https://github.com/likidodefi/riskstate-mcp) ๐ โ๏ธ ๐ ๐ช ๐ง - Deterministic risk governance for crypto trading agents. 5-level policy engine with position sizing, leverage limits, and trade blocking. BTC + ETH. [](https://glama.ai/mcp/servers/likidodefi/riskstate-mcp)
@@ -1324,25 +1415,32 @@ Provides direct access to local file systems with configurable permissions. Enab
- [longportapp/openapi](https://github.com/longportapp/openapi/tree/main/mcp) - ๐ โ๏ธ - LongPort OpenAPI provides real-time stock market data, provides AI access analysis and trading capabilities through MCP.
- [MarcinDudekDev/crypto-signals-mcp](https://github.com/MarcinDudekDev/crypto-signals-mcp) [](https://glama.ai/mcp/servers/@MarcinDudekDev/crypto-signals-mcp) ๐ โ๏ธ - Real-time crypto volume anomaly detection across 50+ tokens. Detects unusual trading activity, whale movements, and pump signals via live API.
- [Mattbusel/Reddit-Options-Trader-ROT-](https://github.com/Mattbusel/Reddit-Options-Trader-ROT-) ๐ โ๏ธ - The first financial intelligence MCP server. Live AI-scored trading signals from Reddit, SEC filings, FDA approvals, Congressional trades, and 15+ sources. 7 tools, 2 resources, hosted remotely, free, no API key required.
+- [tresor4k/macalc-mcp](https://github.com/tresor4k/macalc-mcp) [](https://glama.ai/mcp/servers/tresor4k/macalc-mcp) โ๏ธ ๐ - The most comprehensive everyday calculator MCP server โ 501 tools, 22 categories, 8 countries' tax systems (FR, BE, CH, CA, US, UK, MA, SN). Finance, health, math, science, construction, conversions, education, sport, cooking, travel & more. Free, no API key.
- [mbrassey/solentic](https://github.com/mbrassey/solentic) [](https://glama.ai/mcp/servers/@blueprint-infrastructure/solentic) ๐ โ๏ธ - Native Solana staking infrastructure for AI agents โ 18 MCP tools for stake, unstake, withdraw, simulate, and verify. Zero custody, unsigned transactions only, ~6% APY via Blueprint validator.
- [mcpdotdirect/evm-mcp-server](https://github.com/mcpdotdirect/evm-mcp-server) ๐ โ๏ธ - Comprehensive blockchain services for 30+ EVM networks, supporting native tokens, ERC20, NFTs, smart contracts, transactions, and ENS resolution.
- [MeshLedger/MeshLedger](https://github.com/MeshLedger/MeshLedger) [](https://glama.ai/mcp/servers/MeshLedger/MeshLedger) ๐ โ๏ธ - AI-to-AI marketplace with on-chain escrow
- [mcpdotdirect/starknet-mcp-server](https://github.com/mcpdotdirect/starknet-mcp-server) ๐ โ๏ธ - Comprehensive Starknet blockchain integration with support for native tokens (ETH, STRK), smart contracts, StarknetID resolution, and token transfers.
+- [jacksun911/megalaunch-mcp](https://github.com/jacksun911/megalaunch-mcp) [](https://glama.ai/mcp/servers/jacksun911/megalaunch-mcp) ๐ โ๏ธ - AI-powered meme token launch service on Solana/pump.fun. Create tokens with AI-generated art, bundled buys, and Jito-powered MEV protection. Supports Basic and Premium packages.
- [minhyeoky/mcp-server-ledger](https://github.com/minhyeoky/mcp-server-ledger) ๐ ๐ - A ledger-cli integration for managing financial transactions and generating reports.
- [mission69b/t2000](https://github.com/mission69b/t2000) [](https://glama.ai/mcp/servers/mission69b/t2000) ๐ โ๏ธ - Non-custodial DeFi banking for AI agents on Sui. 35 tools, 20 prompts for save, borrow, invest, exchange, send, pay โ with auto yield optimization across NAVI, Suilend, and Cetus.
- [moxiespirit/oathscore](https://github.com/moxiespirit/oathscore) [](https://glama.ai/mcp/servers/moxiespirit/oath-score) ๐ โ๏ธ - The trust layer for AI trading agents. Real-time world state (exchange status, VIX/VVIX/SKEW, economic events) in one call, plus independent quality ratings (0-100) for financial data APIs. 8 MCP tools.
- [muvon/mcp-binance-futures](https://github.com/muvon/mcp-binance-futures) [](https://glama.ai/mcp/servers/Muvon/mcp-binance-futures) ๐ โ๏ธ - MCP server for Binance USDT-M Futures trading โ exposes tools for market data, account state, order management, and position/margin control.
- [narumiruna/yfinance-mcp](https://github.com/narumiruna/yfinance-mcp) ๐ โ๏ธ - An MCP server that uses yfinance to obtain information from Yahoo Finance.
- [nckhemanth0/subscription-tracker-mcp](https://github.com/nckhemanth0/subscription-tracker-mcp) ๐ โ๏ธ ๐ - MCP server for intelligent subscription management with Gmail + MySQL integration.
+- [nexusforge-tools/mcp-eu-finance](https://github.com/nexusforge-tools/mcp-eu-finance) ๐ ๐ โ๏ธ - European financial data for AI agents โ ECB rates, Eurostat inflation, GDP and unemployment by EU country. Zero API key needed. [](https://glama.ai/mcp/servers/nexusforge-tools/mcp-eu-finance)
- [nicholasbester/clickup-cli](https://github.com/nicholasbester/clickup-cli) [](https://glama.ai/mcp/servers/nicholasbester/clickup-cli) ๐ฆ ๐ โ๏ธ ๐ ๐ช ๐ง - ClickUp API integration with 143 MCP tools covering all ~130 endpoints. Token-efficient compact responses (~98% smaller than raw JSON), flattening nested objects for minimal context usage. Also works as a standalone CLI.
- [nikicat/mcp-wallet-signer](https://github.com/nikicat/mcp-wallet-signer) ๐ ๐ - Non-custodial EVM wallet MCP โ routes transactions to browser wallets (MetaMask, etc.) for signing. Private keys never leave the browser; every action requires explicit user approval via EIP-6963.
+- [noblabs/lit-forge-mcp](https://github.com/noblabs/lit-forge-mcp) [](https://glama.ai/mcp/servers/noblabs/lit-forge-mcp) ๐ ๐ ๐ ๐ช ๐ง - Personal asset planning for Japan's ใคใฟใใฆ NISA / iDeCo: 4 zero-auth tools โ `simulate_nisa` (monthly compound), `plan_retirement` (3-scenario retirement gap analysis with Japanese pension defaults), `calculate_required_monthly` (back-calc to a target), and `calculate_compound_interest` (lump + monthly). Companion to https://lit-forge.com/nisa-simulator. npm: `lit-forge-mcp`. MIT, no telemetry.
+- [ntriq-gh/ntriq-agentshop](https://github.com/ntriq-gh/ntriq-agentshop) [](https://glama.ai/mcp/servers/ntriq-gh/ntriq-agentshop) ๐ โ๏ธ ๐ ๐ช ๐ง - Document intelligence, invoice extraction, PII detection, and sentiment analysis via x402 micropayments. Pay-per-use with USDC on Base โ no API keys. 6 endpoints from $0.01.
- [nullpath-labs/mcp-client](https://github.com/nullpath-labs/mcp-client) [](https://glama.ai/mcp/servers/@nullpath-labs/mcp-client) ๐ โ๏ธ ๐ ๐ช ๐ง - AI agent marketplace with x402 micropayments. Discover, execute, and pay agents per-request via MCP with USDC on Base.
- [OctagonAI/octagon-mcp-server](https://github.com/OctagonAI/octagon-mcp-server) ๐ โ๏ธ - Octagon AI Agents to integrate private and public market data
- [oerc-s/primordia](https://github.com/oerc-s/primordia) ๐ โ๏ธ - AI agent economic settlement. Verify receipts, emit meters (FREE). Net settlements, credit lines, audit-grade balance sheets (PAID/402).
- [olgasafonova/gleif-mcp-server](https://github.com/olgasafonova/gleif-mcp-server) ๐๏ธ โ๏ธ - Access the Global Legal Entity Identifier (LEI) database for company verification, KYC, and corporate ownership research via GLEIF's public API.
- [omni-fun-mcp-server](https://github.com/0xzcov/omni-fun-mcp-server) [](https://glama.ai/mcp/servers/0xzcov/omni-fun-mcp-server) ๐ โ๏ธ - Multichain memecoin launchpad across 8 chains (Base, Arb, OP, Polygon, BSC, ETH, Avax, Solana). Tokenize yourself as an oMeme โ earn 0.5% creator fee forever + 50% Uniswap V3 LP fees after graduation, from a single LP. $69 bounties. First 100 agents FREE for 60 days. 8 tools: trending tokens, search, quotes, bonding curves, trade simulation, chain info.
+- [omniologynow-rgb/profitspot-mcp](https://github.com/omniologynow-rgb/profitspot-mcp) [](https://glama.ai/mcp/servers/omniologynow-rgb/profitspot-mcp) ๐ โ๏ธ - Cross-chain DeFi intelligence MCP server for AI agents. 7 tools for yield discovery, pool analysis, profit simulation, risk scoring, whale tracking, impermanent loss calculation, and DeFi overview across 86 chains and 6,500+ liquidity pools. Install via `pip install profitspot-mcp`.
- [openMF/mcp-mifosx-self-service](https://github.com/openMF/mcp-mifosx-self-service) ๐ โ๏ธ - A self-service integration for user registration, authentication, account management, transactions, and third-party transfers with Apache Fineract.
- [openMF/mcp-mifosx](https://github.com/openMF/mcp-mifosx) โ๏ธ ๐ - A core banking integration for managing clients, loans, savings, shares, financial transactions and generating financial reports.
+- [partymola/monzo-mcp](https://github.com/partymola/monzo-mcp) [](https://glama.ai/mcp/servers/partymola/monzo-mcp) ๐ โ๏ธ ๐ - Read-only MCP server for the Monzo banking API (UK). OAuth with auto-refresh, local SQLite transaction cache, full-text search, and spending analysis with category breakdowns.
- [payclaw/mcp-server](https://github.com/payclaw/mcp-server) [](https://glama.ai/mcp/servers/@payclaw/payclaw-mcp) ๐ โ๏ธ - Virtual Visa cards for AI agents. Just-in-time card issuance per transaction, human-approved spend authorization, MCP-native. Works anywhere Visa is accepted.
- [mikusnuz/pexbot-mcp](https://github.com/mikusnuz/pexbot-mcp) [](https://glama.ai/mcp/servers/mikusnuz/pexbot-mcp) ๐ โ๏ธ - AI simulated crypto trading with real-time Upbit prices. 11 tools for registration, trading, and autonomous AI investment with 100M KRW virtual balance. `npx -y @pexbot/mcp`
- [PaulieB14/graph-aave-mcp](https://github.com/PaulieB14/graph-aave-mcp) [](https://glama.ai/mcp/servers/@PaulieB14/graph-aave-mcp) ๐ โ๏ธ - AAVE V2/V3 lending protocol data across 7 chains via The Graph โ reserves, user positions, health factors, liquidations, flash loans, and governance.
@@ -1361,6 +1459,7 @@ Provides direct access to local file systems with configurable permissions. Enab
- [QuentinCody/braintree-mcp-server](https://github.com/QuentinCody/braintree-mcp-server) ๐ - Unofficial PayPal Braintree payment gateway MCP Server for AI agents to process payments, manage customers, and handle transactions securely.
- [refined-element/lightning-enable-mcp](https://github.com/refined-element/lightning-enable-mcp) [](https://glama.ai/mcp/servers/@refined-element/lightning-enable-mcp) ๐ โ๏ธ ๐ - Add Bitcoin Lightning payments to MCP-enabled AI agents. Pay invoices, create invoices, check balances, and access L402 paywalled APIs. Supports Strike, OpenNode, NWC wallets.
- [Regenerating-World/pix-mcp](https://github.com/Regenerating-World/pix-mcp) ๐ โ๏ธ - Generate Pix QR codes and copy-paste strings with fallback across multiple providers (Efรญ, 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) ๐ โ๏ธ - Multi-chain AML risk scoring and sanctions screening for AI agents. 76+ detection rules, ML anomaly scoring, and Neo4j graph analysis across Bitcoin, Ethereum, Polygon, Avalanche, and Solana. Pay-per-request via x402 USDC on Base or Solana ($0.003โ$0.05). `npx chainanalyzer-mcp`.
- [vdmeu/registrum-mcp](https://github.com/vdmeu/registrum-mcp) [](https://glama.ai/mcp/servers/vdmeu/registrum-mcp) ๐ โ๏ธ - UK Companies House data via the Registrum API โ search companies, get enriched profiles, structured financials parsed from iXBRL filings, director history, and corporate network graphs.
- [RomThpt/xrpl-mcp-server](https://github.com/RomThpt/mcp-xrpl) ๐ โ๏ธ - MCP server for the XRP Ledger that provides access to account information, transaction history, and network data. Allows querying ledger objects, submitting transactions, and monitoring the XRPL network.
- [SaintDoresh/Crypto-Trader-MCP-ClaudeDesktop](https://github.com/SaintDoresh/Crypto-Trader-MCP-ClaudeDesktop.git) ๐ โ๏ธ - An MCP tool that provides cryptocurrency market data using the CoinGecko API.
@@ -1371,7 +1470,9 @@ Provides direct access to local file systems with configurable permissions. Enab
- [lmwharton/sieve-mcp](https://github.com/lmwharton/sieve-mcp) [](https://glama.ai/mcp/servers/lmwharton/sieve-mcp) ๐ โ๏ธ - AI-powered startup due diligence. Screen any startup across 7 IMPACT-X dimensions, get a Sieve Score (0-140) with evidence-typed findings and a clear meeting recommendation. Built for VCs, solo GPs, and angel investors.
- [SidneyBissoli/bcb-br-mcp](https://github.com/SidneyBissoli/bcb-br-mcp) [](https://glama.ai/mcp/servers/SidneyBissoli/bcb-br-mcp) ๐ โ๏ธ ๐ ๐ช ๐ง - Brazilian Central Bank (BCB) economic data โ 18,000+ time series including Selic, IPCA, exchange rates, GDP, and 150+ curated indicators via the SGS/BCB public API.
- [softvoyagers/fakturka-api](https://github.com/softvoyagers/fakturka-api) ๐ โ๏ธ - Free Polish VAT invoice generator API (Faktura VAT) with PDF output and preview. No API key required.
+- [sophymarine/openregistry](https://github.com/sophymarine/openregistry) [](https://glama.ai/mcp/servers/sophymarine/openregistry) ๐๏ธ โ๏ธ - Live official data from 27 national company registries (UK Companies House, France RNE, Germany Handelsregister, Korea OpenDART, Canada CBCA, 10 US states, and more) for KYC / AML / due-diligence workflows. Raw official records, no intermediaries. A platform by sophymarine. Hosted at `openregistry.sophymarine.com/mcp` โ OAuth 2.1, streamable HTTP, free anonymous tier.
- [spfunctions/simplefunctions-cli](https://github.com/spfunctions/simplefunctions-cli) [](https://glama.ai/mcp/servers/spfunctions/simplefunctions-cli) ๐ โ๏ธ - Calibrated world model for AI agents from 9,700+ prediction markets. 16 MCP tools covering real-time world state, market search, thesis management, edge detection, and content enrichment across Kalshi and Polymarket. `get_world_state` returns ~800 tokens of calibrated probabilities โ no API key needed.
+- [SupplyMaven-SCR/supplymaven-mcp-server](https://github.com/SupplyMaven-SCR/supplymaven-mcp-server) [](https://glama.ai/mcp/servers/SupplyMaven-SCR/supplymaven-mcp-server) ๐ โ๏ธ - Real-time supply chain risk intelligence for AI agents. 25 tools across 3 tiers: Global Disruption Index, Manufacturing Index, commodity prices, port congestion, border delays, chokepoints, air cargo, trade policy, energy, rail, freight, economic indicators, predictive signals, and AI intelligence briefs.
- [System-R-AI/systemr-python](https://github.com/System-R-AI/systemr-python) [](https://glama.ai/mcp/servers/System-R-AI/systemr-python) ๐ โ๏ธ - Trading OS for AI agents โ 48 tools covering pre-trade risk gates, position sizing, portfolio analytics, regime detection, and compliance scoring. Remote SSE + Streamable HTTP transport with x402 USDC micropayments.
- [szhygulin/recon-crypto-mcp](https://github.com/szhygulin/recon-crypto-mcp) [](https://glama.ai/mcp/servers/szhygulin/recon-crypto-mcp) ๐ ๐ - Self-custodial crypto portfolio for AI agents. Reads EVM wallet balances, ENS, token prices, and DeFi positions across Ethereum/Arbitrum/Polygon/Base (Aave V3, Compound V3, Morpho Blue, Uniswap V3 LP, Lido, EigenLayer), surfaces health-factor alerts and protocol risk scores, then prepares unsigned transactions (supply, borrow, repay, withdraw, stake, send, LiFi swap/bridge) signed on Ledger via WalletConnect โ private keys never leave the hardware wallet.
- [tatumio/blockchain-mcp](https://github.com/tatumio/blockchain-mcp) โ๏ธ - MCP server for Blockchain Data. It provides access to Tatum's blockchain API across 130+ networks with tools including RPC Gateway and Blockchain Data insights.
@@ -1379,24 +1480,31 @@ Provides direct access to local file systems with configurable permissions. Enab
- [tooyipjee/yahoofinance-mcp](https://github.com/tooyipjee/yahoofinance-mcp.git) ๐ โ๏ธ - TS version of yahoo finance mcp.
- [traceloop/opentelemetry-mcp-server](https://github.com/traceloop/opentelemetry-mcp-server.git) - ๐๐ - An MCP server for connecting to any OpenTelemetry backend (Datadog, Grafana, Dynatrace, Traceloop, etc.).
- [Trade-Agent/trade-agent-mcp](https://github.com/Trade-Agent/trade-agent-mcp.git) ๐๏ธ โ๏ธ - Trade stocks and crypto on common brokerages (Robinhood, E*Trade, Coinbase, Kraken) via Trade Agent's MCP server.
+- [TradeRouter/trade-router-mcp](https://github.com/TradeRouter/trade-router-mcp) [](https://glama.ai/mcp/servers/TradeRouter/trade-router-mcp) ๐ โ๏ธ ๐ - Non-custodial Solana swap & limit order engine for AI agents. 21 tools (swap, limit, trailing, TWAP, DCA, combo orders) across Raydium, PumpSwap, Orca, Meteora. Jito MEV-protected execution, Ed25519 server verification, private key never leaves the process. MIT. `npx -y @traderouter/trade-router-mcp`.
- [trayders/trayd-mcp](https://github.com/trayders/trayd-mcp) ๐ โ๏ธ - Trade Robinhood through natural language. Portfolio analysis, real-time quotes, and order execution via Claude Code.
- [twelvedata/mcp](https://github.com/twelvedata/mcp) ๐ โ๏ธ - Interact with [Twelve Data](https://twelvedata.com) APIs to access real-time and historical financial market data for your AI agents.
- [Fluke-Studio/uk-business-intelligence-mcp](https://github.com/Fluke-Studio/uk-business-intelligence-mcp) [](https://glama.ai/mcp/servers/Fluke-Studio/uk-business-intelligence-mcp) ๐ โ๏ธ - Enrich any UK business with Companies House records, Google Places ratings, website/SSL status, and social media links in one call. Four data sources, single JSON response.
- [VENTURE-AI-LABS/cryptodataapi-mcp](https://github.com/VENTURE-AI-LABS/cryptodataapi-mcp) ๐ โ๏ธ - Real-time crypto market data for AI agents โ market health scores, derivatives, funding rates, ETF flows, cycle indicators, and 100+ endpoints via CryptoDataAPI.
- [veroq-ai/veroq-mcp](https://github.com/veroq-ai/veroq-mcp) [](https://glama.ai/mcp/servers/Veroq-ai/veroq-mcp) ๐ โ๏ธ - 62 verified intelligence tools โ claim verification with evidence chains, market data for 1,061+ tickers, trading signals, SEC filings, insider trades, technical analysis, and multi-agent verified swarm.
+- [szhygulin/vaultpilot-mcp](https://github.com/szhygulin/vaultpilot-mcp) [](https://glama.ai/mcp/servers/szhygulin/vaultpilot-mcp) ๐ ๐ ๐ ๐ช ๐ง - Safety first. Hardware-verified DeFi for AI agents โ designed for when the AI can be compromised. The agent proposes, you approve on your Ledger. Read balances + DeFi positions (Aave V3, Compound V3, Morpho Blue, Uniswap V3 LP, Lido, EigenLayer, MarginFi, Kamino) and prepare transactions across Ethereum / Arbitrum / Polygon / Base / TRON / Solana / Bitcoin; private keys never leave the hardware wallet.
- [minhoyoo-iotrust/WAIaaS](https://github.com/minhoyoo-iotrust/WAIaaS) [](https://glama.ai/mcp/servers/minhoyoo-iotrust/WAIaaS) ๐ ๐ ๐ ๐ช ๐ง - Self-hosted wallet-as-a-service for AI agents. 60 tools for multi-chain crypto: transfers, DeFi (swap, lend, stake, bridge, perp, yield), NFTs, smart contracts, transaction signing, and x402 payments. Solana + EVM with session auth and spending policies.
- [wowinter13/solscan-mcp](https://github.com/wowinter13/solscan-mcp) ๐ฆ ๐ - An MCP tool for querying Solana transactions using natural language with Solscan API.
- [W3Ship/w3ledger-mcp-server](https://github.com/baskcart/w3ledger-mcp-server) [](https://glama.ai/mcp/servers/@baskcart/w3ledger-mcp-server) ๐ โ๏ธ - Self-verifying ledger MCP server with dual-signed transactions, gift cards, sponsor cards, and W3SH loyalty tiers. Supports EVM, ML-DSA-65, and SLH-DSA post-quantum signatures.
+- [vdalhambra/financekit-mcp](https://github.com/vdalhambra/financekit-mcp) [](https://glama.ai/mcp/servers/vdalhambra/financekit-mcp) ๐ โ๏ธ ๐ - Financial market intelligence with 17 tools โ stock quotes, technical analysis (RSI, MACD, Bollinger Bands, ADX, Stochastic), crypto prices via CoinGecko, risk metrics (VaR, Sharpe, Sortino, Beta), correlation matrix, options chains, earnings calendar, sector rotation, and portfolio analysis.
- [Wuye-AI/mcp-server-wuye-ai](https://github.com/wuye-ai/mcp-server-wuye-ai) ๐๏ธ ๐ โ๏ธ - An MCP server that interact with capabilities of the CRIC Wuye AI platform, an intelligent assistant specifically for the property management industry.
- [XeroAPI/xero-mcp-server](https://github.com/XeroAPI/xero-mcp-server) ๐ โ๏ธ โ An MCP server that integrates with Xero's API, allowing for standardized access to Xero's accounting and business features.
- [yamariki-hub/japan-corporate-mcp](https://github.com/yamariki-hub/japan-corporate-mcp) ๐ โ๏ธ - Japanese corporate data via government APIs (gBizINFO, EDINET, e-Stat). Search companies, financials, patents, subsidies, procurement, and government statistics.
- [xpaysh/awesome-x402](https://github.com/xpaysh/awesome-x402) โ๏ธ - Curated directory of x402 payment protocol resources, MCP servers, and tools for HTTP 402-based USDC payments on Base, Arbitrum, and other EVM chains.
- [yeick010/agentshield-mcp](https://github.com/yeick010/agentshield-mcp) [](https://glama.ai/mcp/servers/yeick010/agentshield-mcp) ๐ โ๏ธ - DeFi tools for AI agents on Base. Live Uniswap V3 prices (slot0), on-chain agent scoring, and DeFi knowledge base. Pay-per-query via x402 micropayments in USDC.
+- [yli769227-jpg/ashare-mcp](https://github.com/yli769227-jpg/ashare-mcp) [](https://glama.ai/mcp/servers/yli769227-jpg/ashare-mcp) ๐ ๐ - MCP server for Chinese A-share financial statements: pull annual reports, run 4 industry-aware accounting cross-checks, peer-compare with auto avg-equity ROE.
- [zlinzzzz/finData-mcp-server](https://github.com/zlinzzzz/finData-mcp-server) ๐ โ๏ธ - An MCP server for accessing professional financial data, supporting multiple data providers such as Tushare.
- [zolo-ryan/MarketAuxMcpServer](https://github.com/Zolo-Ryan/MarketAuxMcpServer) ๐ โ๏ธ - MCP server for comprehensive market and financial news search with advanced filtering by symbols, industries, countries, and date ranges.
- [mnemox-ai/tradememory-protocol](https://github.com/mnemox-ai/tradememory-protocol) [Glama](https://glama.ai/mcp/servers/mnemox-ai/tradememory-protocol) ๐ ๐ - Structured 3-layer memory system (trades โ patterns โ strategy) for AI trading agents. Supports MT5, Binance, and Alpaca.
- [thoughtproof/thoughtproof-mcp](https://github.com/ThoughtProof/thoughtproof-mcp) [](https://glama.ai/mcp/servers/ThoughtProof/thoughtproof-mcp) ๐ โ๏ธ - Adversarial multi-model reasoning verification for AI agents before trades execute. Claude, Grok, and DeepSeek challenge each decision โ returns ALLOW or HOLD with JWKS-signed attestation. x402-gated on Base (USDC). Part of the 4-issuer Combined Attestation Standard with InsumerAPI, RNWY, and Maiat.
- [tunedforai/x402-mcp](https://github.com/tunedforai/x402-mcp) [](https://glama.ai/mcp/servers/tunedforai/x402-mcp) ๐ โ๏ธ - Real-time crypto market structure for AI agents โ orderflow across 20 exchanges, 24 tokens. 9 tools: price/funding/OI snapshots, cross-exchange CVD with whale activity, 7yr OHLCV history with buy/sell flow, on-chain address risk. Free via MCP ([`@tunedforai/x402-mcp`](https://www.npmjs.com/package/@tunedforai/x402-mcp) on npm) or pay-per-call in USDC on Base via x402 REST at [`x402.tunedfor.ai`](https://x402.tunedfor.ai) โ no API key, no rate limits.
+- [toolstem/toolstem-mcp-server](https://github.com/toolstem/toolstem-mcp-server) [](https://glama.ai/mcp/servers/@toolstem/toolstem-mcp-server) ๐ โ๏ธ ๐ โ Agent-ready financial intelligence for AI agents. Curated tools (`get_stock_snapshot`, `get_company_metrics`, `compare_companies`) that fan out to multiple financial data sources, derive human-readable signals (`UNDERVALUED`, `STRONG`, `ACCELERATING`), and pre-compute CAGRs, margin trends, and DCF upside. One call, one flat JSON response โ no cross-endpoint stitching. Available on npm (`toolstem-mcp-server`), the Official MCP Registry, and the Apify Store.
+- [toolstem/toolstem-sec-mcp-server](https://github.com/toolstem/toolstem-sec-mcp-server) ๐ โ๏ธ โ SEC EDGAR signal intelligence for AI agents โ insider trading (Form 4), 13F institutional holdings, 10-K/8-K filing velocity, activist risk flags, and multi-company disclosure comparisons. Three pricing tiers. Available on the Apify Store.
+- [pickelfintech/the13f-mcp](https://github.com/pickelfintech/the13f-mcp) [](https://glama.ai/mcp/servers/pickelfintech/the13f-mcp) ๐ โ๏ธ - Institutional 13F intelligence for Claude Desktop, Cursor, and VS Code. Nine Read tools: manager search, holdings lookup, portfolio similarity, consensus portfolio, market regime, sector flows. SEC EDGAR-sourced. Install `uvx the13f-mcp`.
### ๐ฎ Gaming
@@ -1417,6 +1525,7 @@ Integration with gaming related data, game engines, and services
- [gregario/tft-oracle](https://github.com/gregario/tft-oracle) [](https://glama.ai/mcp/servers/gregario/tft-oracle) ๐ ๐ - Teamfight Tactics champion, trait, item, and augment reference. 8 tools with full Set 16 data from CommunityDragon, including synergy lookups, item recipes, and rolling odds.
- [gregario/warhammer-oracle](https://github.com/gregario/warhammer-oracle) [](https://glama.ai/mcp/servers/gregario/warhammer-oracle) ๐ ๐ - Warhammer 40K, Combat Patrol, and Kill Team rules reference with unit datasheets, keyword definitions, phase sequences, and game flow. 6 tools, 3148 units embedded.
- [Erodenn/godot-mcp-runtime](https://github.com/Erodenn/godot-mcp-runtime) [](https://glama.ai/mcp/servers/@Erodenn/godot-runtime-mcp) ๐ ๐ ๐ ๐ช ๐ง - MCP server for Godot 4.x with runtime control via injected UDP bridge: input simulation, screenshots, UI discovery, and live GDScript execution while the game is running.
+- [haoyifan/Silicon-Pantheon](https://github.com/haoyifan/Silicon-Pantheon) [](https://glama.ai/mcp/servers/haoyifan/Silicon-Pantheon) ๐ โ๏ธ ๐ ๐ ๐ช ๐ง - Turn-based strategy game where AI agents (Claude, GPT, Grok) are the players and humans coach from the sideline. Agents command armies on tactical grids, write post-match reflections, and learn across games. MCP-native client-server architecture with a hosted lobby and self-host option.
- [hkaanengin/opendota-mcp-server](https://github.com/hkaanengin/opendota-mcp-server) ๐ ๐ โ๏ธ - MCP server providing AI assistants with access to Dota 2 statistics via OpenDota API. 20+ tools for player stats, hero data, and match analysis with natural language support.
- [hope1026/weppy-roblox-mcp](https://github.com/hope1026/weppy-roblox-mcp) [](https://glama.ai/mcp/servers/hope1026/roblox-mcp) ๐ ๐ ๐ ๐ช - MCP server and plugin that lets AI agents (Claude Code, Cursor, Codex, Gemini) directly control a live Roblox Studio session โ create scripts, instances, terrain, lighting, and assets via natural language. 21 tools, 140+ actions, bidirectional sync, and automated playtest.
- [IvanMurzak/Unity-MCP](https://github.com/IvanMurzak/Unity-MCP) #๏ธโฃ ๐ ๐ ๐ช ๐ง - MCP Server for Unity Editor and for a game made with Unity
@@ -1433,6 +1542,7 @@ Integration with gaming related data, game engines, and services
- [rkocosmergon/cosmergon-agent](https://github.com/rkocosmergon/cosmergon-agent) [](https://glama.ai/mcp/servers/rkocosmergon/cosmergon-agent) ๐ โ๏ธ - Living economy for AI agents โ Conway's Game of Life physics, energy currency, marketplace. 4 tools: observe state, execute actions, benchmark reports, game rules. Auto-registers, no API key needed.
- [rishijatia/fantasy-pl-mcp](https://github.com/rishijatia/fantasy-pl-mcp/) ๐ โ๏ธ - An MCP server for real-time Fantasy Premier League data and analysis tools.
- [sonirico/mcp-stockfish](https://github.com/sonirico/mcp-stockfish) - ๐๏ธ ๐ ๐ ๐ช ๐ง๏ธ MCP server connecting AI systems to Stockfish chess engine.
+- [staccDOTsol/staccbot-tg](https://github.com/staccDOTsol/staccbot-tg) [](https://glama.ai/mcp/servers/staccDOTsol/staccbot-tg) ๐ โ๏ธ - fomox402 broker + MCP server for last-bidder-wins games on Solana. One URL into Claude/Cursor/Goose/Cline and the agent auto-registers a Solana wallet, gets faucet-funded, and bids autonomously via streamable HTTP at `https://bot.staccpad.fun/mcp`.
- [stefan-xyz/mcp-server-runescape](https://github.com/stefan-xyz/mcp-server-runescape) ๐ - An MCP server with tools for interacting with RuneScape (RS) and Old School RuneScape (OSRS) data, including item prices, player hiscores, and more.
- [alex-gon/thegamecrafter-mcp-server](https://github.com/alex-gon/thegamecrafter-mcp-server) [](https://glama.ai/mcp/servers/alex-gon/thegamecrafter-mcp-server) ๐ โ๏ธ - Design, manage, and price tabletop games on The Game Crafter. Browse catalogs, create projects, upload artwork, get pricing.
- [jhomen368/steam-reviews-mcp](https://github.com/jhomen368/steam-reviews-mcp) [](https://glama.ai/mcp/servers/@jhomen368/steam-reviews-mcp) ๐ โ๏ธ - Search Steam games, fetch user reviews, and analyze sentiment with topic drill-down to make informed purchasing decisions.
@@ -1452,11 +1562,14 @@ Control smart home devices, home network equipment, and automation systems.
Persistent memory storage using knowledge graph structures. Enables AI models to maintain and query structured information across sessions.
+- [aidesignblueprint/integrations](https://github.com/aidesignblueprint/integrations) [](https://glama.ai/mcp/servers/aidesignblueprint/integrations) ๐ โ๏ธ - Read-only doctrine access for the Agentic AI Blueprint โ the industry standard reference for safe, observable, and steerable AI agent UX. Browse and search 10 principles, clusters, curated implementation examples, and application guides for production agentic AI systems. 13 public tools require no credentials. `https://aidesignblueprint.com/mcp`
- [andreas-roennestad/openhive-mcp](https://github.com/andreas-roennestad/openhive-mcp) [](https://glama.ai/mcp/servers/andreas-roennestad/openhive-mcp) ๐ โ๏ธ - Shared knowledge base where AI agents search and post problem-solution pairs. Agents query before solving, post after resolving. Semantic search via pgvector, duplicate detection, auto-scoring. `npx openhive-mcp`, Free to use
+- [Auctalis/nocturnusai](https://github.com/Auctalis/nocturnusai) [](https://glama.ai/mcp/servers/Auctalis/nocturnusai) ๐ ๐ - Deterministic reasoning engine for AI agent context compression. Extracts structured facts with logical inference, proof chains, and truth maintenance. REST API, Python/TypeScript SDKs, and MCP server integration.
- [0xshellming/mcp-summarizer](https://github.com/0xshellming/mcp-summarizer) ๐ โ๏ธ - AI Summarization MCP Server, Support for multiple content types: Plain text, Web pages, PDF documents, EPUB books, HTML content
+- [20alexl/claude-engram](https://github.com/20alexl/claude-engram) [](https://glama.ai/mcp/servers/20alexl/claude-engram) ๐ ๐ - Persistent memory and session intelligence for Claude Code. Auto-tracks mistakes, decisions, and context via hooks. Mines session history for patterns and cross-session search. Loop detection, pre-edit warnings, context compaction survival. Runs locally with Ollama.
- [timmx7/acheron-mcp-server](https://github.com/timmx7/acheron-mcp-server) [](https://glama.ai/mcp/servers/timmx7/acheron-mcp-server) ๐ ๐ - Cross-surface persistent memory for Claude. Bridges context between Claude Chat, Code, and Cowork via local SQLite with full-text search. Save decisions, preferences, and insights in one surface, retrieve them in any other.
-- [20alexl/mini_claude](https://github.com/20alexl/mini_claude) ๐ ๐ - Persistent memory and guardrails for Claude Code. Features mistake tracking, loop detection, scope guard, and hooks that block risky edits. Runs locally with Ollama.
- [agentic-mcp-tools/memora](https://github.com/agentic-mcp-tools/memora) ๐ ๐ โ๏ธ - Persistent memory with knowledge graph visualization, semantic/hybrid search, cloud sync (S3/R2), and cross-session context management.
+- [Thezenmonster/agentmem](https://github.com/Thezenmonster/agentmem) [](https://glama.ai/mcp/servers/Thezenmonster/agentmem) ๐ ๐ ๐ ๐ช ๐ง - Governed memory for coding agents with trust lifecycle (hypothesis โ active โ validated โ deprecated), conflict detection, staleness tracking, and health scoring. SQLite + FTS5, zero infrastructure. `pip install quilmem[mcp]`
- [aitytech/agentkits-memory](https://github.com/aitytech/agentkits-memory) [](https://glama.ai/mcp/servers/@aitytech/agentkits-memory) ๐ ๐ ๐ ๐ช ๐ง - Persistent memory for AI coding assistants with hybrid search (FTS5 + vector embeddings), session tracking, automatic context hooks, and web viewer. SQLite-based with no daemon process โ works with Claude Code, Cursor, Windsurf, and any MCP client.
- [AliceLJY/recallnest](https://github.com/AliceLJY/recallnest) [](https://glama.ai/mcp/servers/AliceLJY/recallnest) ๐ ๐ ๐ ๐ช ๐ง - Persistent memory MCP server for AI coding agents (Claude Code, Codex, Gemini CLI). Hybrid retrieval (vector + BM25), cross-encoder reranking, knowledge graph with PPR traversal, session checkpoint/resume, and multi-scope isolation. Local-first with LanceDB + SQLite, zero external dependencies.
- [ailenshen/apple-notes-mcp](https://github.com/ailenshen/apple-notes-mcp) [](https://glama.ai/mcp/servers/ailenshen/apple-notes-mcp) ๐ ๐ ๐ - Read and write Apple Notes with bidirectional Markdown conversion. Fast SQLite queries for listing/searching, AppleScript + native import for full CRUD. Supports stdio and Streamable HTTP transports.
@@ -1465,7 +1578,9 @@ Persistent memory storage using knowledge graph structures. Enables AI models to
- [AlekseiMarchenko/central-intelligence](https://github.com/AlekseiMarchenko/central-intelligence) [](https://glama.ai/mcp/servers/AlekseiMarchenko/central-intelligence) ๐ โ๏ธ - Persistent memory for AI agents. Five tools (remember, recall, context, forget, share) with semantic search via vector embeddings and agent/user/org scoping. Works with Claude Code, Cursor, Windsurf, and any MCP client.
- [epicsagas/alcove](https://github.com/epicsagas/alcove)[](https://glama.ai/mcp/servers/epicsagas/alcove) ๐ฆ ๐ ๐ ๐ช ๐ง - MCP server that gives AI coding agents on-demand access to private project docs via BM25 ranked search. One setup for Claude Code, Cursor, Codex, Gemini CLI, and more. Docs stay private, never in public repos.
- [alibaizhanov/mengram](https://github.com/alibaizhanov/mengram) [](https://glama.ai/mcp/servers/@alibaizhanov/mengram) ๐ โ๏ธ ๐ ๐ ๐ช ๐ง - Human-like memory layer for AI agents with semantic, episodic, and procedural memory. Claude Code hooks (auto-save, auto-recall, cognitive profile). 29 MCP tools, knowledge graph, smart triggers, multi-user isolation. Python & JS SDKs.
+- [AntonioTF5/soul-mcp-server](https://github.com/AntonioTF5/soul-mcp-server) [](https://glama.ai/mcp/servers/AntonioTF5/soul-mcp-server) ๐ ๐ ๐ ๐ช ๐ง - Validate and generate SOUL.md agent identity files from Claude Desktop. SOUL.md is the open format for persistent AI agent identity โ personality, voice, values, and behavioral constraints in a machine-readable YAML file.
- [apecloud/ApeRAG](https://github.com/apecloud/ApeRAG) ๐ โ๏ธ ๐ - Production-ready RAG platform combining Graph RAG, vector search, and full-text search. Best choice for building your own Knowledge Graph and for Context Engineering
+- [Battam1111/Myco](https://github.com/Battam1111/Myco) [](https://glama.ai/mcp/servers/Battam1111/Myco) ๐ ๐ ๐ ๐ช ๐ง - Agent-first cognitive substrate with 18 manifest-driven verbs (germinate / eat / assimilate / sporulate / traverse / immune / molt / โฆ) and 25 lint dimensions enforcing contract invariants mechanically (R1โR7). Cross-session / cross-project memory via a self-validating filesystem graph โ AST + markdown-link derived, not embedding-based. Provider-agnostic by design: MP1/MP2 dims forbid LLM-SDK imports in the kernel and plugin tree. Editable-default install. Works with Claude Code, Cursor, Windsurf, Zed, VS Code, and any MCP client.
- [bitatlas-group/bitatlas](https://github.com/bitatlas-group/bitatlas) [](https://glama.ai/mcp/servers/bitatlas-group/bitatlas) ๐ โ๏ธ - Zero-Knowledge Cloud Drive for Humans and Agents. Client-side AES-256-GCM encryption with 7 MCP tools for encrypted file vault management โ upload, download, search, and organize files that the server never sees in plaintext.
- [besslframework-stack/project-tessera](https://github.com/besslframework-stack/project-tessera) [](https://glama.ai/mcp/servers/@besslframework-stack/project-tessera) ๐ ๐ ๐ ๐ช ๐ง - Local workspace memory for Claude Desktop. Indexes your documents (Markdown, CSV, session logs) into a vector store with hybrid search, cross-session memory, auto-learn, and knowledge graph visualization. Zero external dependencies โ fastembed + LanceDB, no Ollama or Docker required. 15 MCP tools.
- [bh-rat/context-awesome](https://github.com/bh-rat/context-awesome) ๐ โ๏ธ ๐ - MCP server for querying 8,500+ curated awesome lists (1M+ items) and fetching the best resources for your agent.
@@ -1479,6 +1594,7 @@ Persistent memory storage using knowledge graph structures. Enables AI models to
- [chatmcp/mcp-server-chatsum](https://github.com/chatmcp/mcp-server-chatsum) - Query and summarize your chat messages with AI prompts.
- [CheMiguel23/MemoryMesh](https://github.com/CheMiguel23/MemoryMesh) ๐ ๐ - Enhanced graph-based memory with a focus on AI role-play and story generation
- [ChrisGVE/workspace-qdrant-mcp](https://github.com/ChrisGVE/workspace-qdrant-mcp) [](https://glama.ai/mcp/servers/ChrisGVE/workspace-qdrant-mcp) ๐ฆ ๐ ๐ ๐ ๐ช ๐ง - Project-scoped semantic workspace memory for AI coding assistants. Watches your project files, auto-indexes code and docs into Qdrant with tree-sitter semantic chunking, LSP integration, and hybrid search (dense + sparse + RRF). 6 MCP tools: store, search, retrieve, grep, list, rules. **Alpha** โ testers and feedback welcome.
+- [cipherfoxie/sovereign-mcp](https://github.com/cipherfoxie/sovereign-mcp) [](https://glama.ai/mcp/servers/cipherfoxie/sovereign-mcp) ๐ โ๏ธ ๐ง - MCP for the [Sovereign AI Blog](https://sovgrid.org), a hands-on engineering log of self-hosted AI on NVIDIA DGX Spark (GB10/SM121A). 44+ articles covering SGLang, Mistral, Voxtral, OpenClaw. Three tools: full-text search, article retrieval, and SGLang config validator for GB10 hardware. Free, no auth, no client-side tracking. `https://mcp.sovgrid.org/self-hosted-ai?ref=awesome-mcp`
- [XJTLUmedia/Context-First-MCP](https://github.com/XJTLUmedia/Context-First-MCP) ๐ โ๏ธ ๐ ๐ ๐ช ๐ง - Session memory, context health monitoring, reasoning quality, and truthfulness verification MCP server with 37 tools and tiered memory storage. `npx -y context-first-mcp`
- [contextstream/mcp-server](https://www.npmjs.com/package/@contextstream/mcp-server) ๐ โ๏ธ ๐ ๐ช ๐ง - Universal persistent memory for AI coding tools. Semantic code search, knowledge graphs, impact analysis, decision tracking, and 60+ MCP tools. Works across Cursor, Claude Code, Windsurf, and any MCP client.
- [conversation-handoff-mcp](https://github.com/trust-delta/conversation-handoff-mcp) ๐ ๐ - Hand off conversation context between Claude Desktop projects and across MCP clients. Memory-based, no file clutter.
@@ -1491,6 +1607,7 @@ Persistent memory storage using knowledge graph structures. Enables AI models to
- [dodopayments/contextmcp](https://github.com/dodopayments/context-mcp) ๐ โ๏ธ ๐ - Self-hosted MCP server that indexes documentation from various sources and serves it to AI Agents with semantic search.
- [doobidoo/MCP-Context-Provider](https://github.com/doobidoo/MCP-Context-Provider) ๐ ๐ - Static server that provides persistent tool-specific context and rules for AI models
- [doobidoo/mcp-memory-service](https://github.com/doobidoo/mcp-memory-service) ๐ ๐ - Universal memory service providing semantic search, persistent storage, and autonomous memory consolidation
+- [DollhouseMCP/mcp-server](https://github.com/DollhouseMCP/mcp-server) [](https://glama.ai/mcp/servers/DollhouseMCP/mcp-server) ๐ ๐ ๐ ๐ช ๐ง - One-line installable MCP server that adds reusable customization elements โ personas, skills, templates, agents, memory, and ensembles (collected customization tools) โ to any MCP Client application. Dynamic permissioning for safe AI operations, a robust validation architecture, versioning, and a public collection of shareable content. Install: `npx @dollhousemcp/mcp-server@latest --web`.
- [edobusy/agenthold](https://github.com/edobusy/agenthold) [](https://glama.ai/mcp/servers/edobusy/agenthold) ๐ ๐ ๐ ๐ช ๐ง - Shared versioned state store with optimistic concurrency control for coordinating concurrent AI agents. SQLite-backed claim/release locks and append-only audit log.
- [elvismdev/mem0-mcp-selfhosted](https://github.com/elvismdev/mem0-mcp-selfhosted) [](https://glama.ai/mcp/servers/elvismdev/mem0-mcp-selfhosted) ๐ ๐ ๐ ๐ช ๐ง - Self-hosted mem0 MCP server for Claude Code with Qdrant vector search, Neo4j knowledge graph, and Ollama embeddings. Zero-config OAT auth, split-model graph routing, session hooks for automatic cross-session memory, and 11 tools. Supports both Anthropic and fully local Ollama setups.
- [Cartisien/engram-mcp](https://github.com/Cartisien/engram-mcp) [](https://glama.ai/mcp/servers/Cartisien/engram-mcp) ๐ ๐ ๐ ๐ช ๐ง - Persistent semantic memory for AI agents. SQLite-backed, local-first, zero config. Semantic search via Ollama embeddings (nomic-embed-text) with keyword fallback. remember, recall, history, forget, and stats tools. Works with Claude Desktop, Cursor, and any MCP client.
@@ -1512,6 +1629,7 @@ Persistent memory storage using knowledge graph structures. Enables AI models to
- [harrison/ai-counsel](https://github.com/harrison/ai-counsel) - ๐ ๐ ๐ ๐ช ๐ง - Deliberative consensus engine enabling multi-round debate between AI models with structured voting, convergence detection, and persistent decision graph memory.
- [HatmanStack/ragstack-mcp](https://github.com/HatmanStack/RAGStack-Lambda/tree/main/src/ragstack-mcp) ๐ โ๏ธ ๐ ๐ช ๐ง - MCP server for RAGStack serverless knowledge bases. Search, chat with AI-generated answers, upload documents/media, scrape websites, and analyze metadata through an AWS-powered RAG pipeline (Lambda, Bedrock, S3, DynamoDB).
- [hifriendbot/cogmemai-mcp](https://github.com/hifriendbot/cogmemai-mcp) ๐ โ๏ธ ๐ ๐ช ๐ง - Persistent cognitive memory for Claude Code. Cloud-first with semantic search, AI-powered extraction, and project scoping. Zero local databases.
+- [hubinoretros/deep-thinker](https://github.com/hubinoretros/deep-thinker) [](https://glama.ai/mcp/servers/hubinoretros/deep-thinker) ๐ ๐ ๐ ๐ช ๐ง - Advanced cognitive reasoning MCP server with DAG-based thought graph, 5 reasoning strategies (sequential, dialectic, parallel, analogical, abductive), metacognitive engine with stuck detection, multi-factor confidence scoring, self-critique, knowledge integration, and thought pruning. `npx deep-thinker`
- [hyunjae-labs/lore](https://github.com/hyunjae-labs/lore) [](https://glama.ai/mcp/servers/hyunjae-labs/lore) ๐ ๐ ๐ ๐ช ๐ง - Semantic search across Claude Code conversations. Hybrid vector + keyword search with Reciprocal Rank Fusion, fully local, background indexing, project-selective.
- [idapixl/algora-mcp-server](https://github.com/idapixl/algora-mcp-server) [](https://glama.ai/mcp/servers/idapixl-algora-mcp-server) ๐ โ๏ธ - Browse and search open-source bounties on Algora. 5 tools: list, search, filter by org/tech/amount, get top bounties, aggregate stats. No API key required.
- [IgorGanapolsky/mcp-memory-gateway](https://github.com/IgorGanapolsky/mcp-memory-gateway) [](https://glama.ai/mcp/servers/IgorGanapolsky/mcp-memory-gateway) ๐ ๐ - Pre-action gates that prevent AI coding agents from repeating known mistakes. Captures explicit feedback, auto-promotes failures into prevention rules, and enforces them via hooks.
@@ -1524,17 +1642,23 @@ Persistent memory storage using knowledge graph structures. Enables AI models to
- [kaliaboi/mcp-zotero](https://github.com/kaliaboi/mcp-zotero) ๐ โ๏ธ - A connector for LLMs to work with collections and sources on your Zotero Cloud
- [keepgoing-dev/mcp-server](https://github.com/keepgoing-dev/mcp-server) [](https://glama.ai/mcp/servers/keepgoing-dev/mcp-server) ๐ ๐ ๐ ๐ช ๐ง - Project memory for AI coding sessions. Auto-captures checkpoints on git commits, branch switches, and inactivity, then provides re-entry briefings so AI assistants pick up where you left off. Local-first, no account required.
- [KVANTRA-dev/NOUZ-MCP](https://github.com/KVANTRA-dev/NOUZ-MCP) [](https://glama.ai/mcp/servers/KVANTRA-dev/NOUZ-MCP) ๐ ๐ ๐ ๐ช ๐ง - Semantic knowledge graph for Obsidian. Three modes (pure graph / semantic classification / strict hierarchy), local embeddings, sign classification via cosine similarity to user-defined cores, bottom-up core_mix aggregation, semantic bridge discovery, and drift detection. `pip install nouz-mcp`
+- [leesgit/claude-session-continuity-mcp](https://github.com/leesgit/claude-session-continuity-mcp) [](https://glama.ai/mcp/servers/leesgit/claude-session-continuity-mcp) ๐ ๐ ๐ ๐ช ๐ง - Zero-config session continuity for Claude Code. Auto-captures context via Claude Hooks, provides 25 tools for memory, tasks, solutions, and knowledge graph. Multilingual semantic search (94+ languages) with cross-language retrieval.
+- [lfrmonteiro99/memento-mcp](https://github.com/lfrmonteiro99/memento-mcp) [](https://glama.ai/mcp/servers/lfrmonteiro99/memento-mcp) ๐ ๐ ๐ ๐ช ๐ง - Local-first persistent memory for AI coding agents. Captures facts, decisions, patterns, and architecture notes in SQLite (with optional cloud embeddings) to reduce repeated context across sessions.
- [linxule/lotus-wisdom-mcp](https://github.com/linxule/lotus-wisdom-mcp) ๐ ๐ โ๏ธ - Contemplative problem-solving using the Lotus Sutra's wisdom framework. Multi-perspective reasoning with skillful means, non-dual recognition, and meditation pauses. Available as local stdio or remote Cloudflare Worker.
- [louis030195/easy-obsidian-mcp](https://github.com/louis030195/easy-obsidian-mcp) ๐ ๐ ๐ ๐ช ๐ง - Interact with Obsidian vaults for knowledge management. Create, read, update, and search notes. Works with local Obsidian vaults using filesystem access.
- [LuizEduPP/rememb](https://github.com/LuizEduPP/Rememb) [](https://glama.ai/mcp/servers/LuizEduPP/Rememb) ๐ ๐ ๐ ๐ช ๐ง - Persistent memory for AI agents with sectioned entries (project/user/context/etc), semantic search, CLI, and per-project scope. Local JSON, zero config, no server required.
- [lyonzin/knowledge-rag](https://github.com/lyonzin/knowledge-rag) [](https://glama.ai/mcp/servers/lyonzin/knowledge-rag) ๐ ๐ ๐ ๐ช ๐ง - Local RAG system for Claude Code with hybrid search (BM25 + semantic), cross-encoder reranking, markdown-aware chunking, query expansion, and 12 MCP tools. Runs entirely offline with zero external servers.
+- [markmhendrickson/neotoma](https://github.com/markmhendrickson/neotoma) [](https://glama.ai/mcp/servers/markmhendrickson/neotoma) ๐ ๐ ๐ ๐ช ๐ง - Deterministic state layer for AI agents. Stores versioned entities (contacts, tasks, transactions, decisions) with immutable observations, full provenance, and schema-first extraction. Local-first SQLite, cross-client memory across Claude, Cursor, ChatGPT, and OpenClaw. [Website](https://neotoma.io)
- [mattjoyce/mcp-persona-sessions](https://github.com/mattjoyce/mcp-persona-sessions) ๐ ๐ - Enable AI assistants to conduct structured, persona-driven sessions including interview preparation, personal reflection, and coaching conversations. Built-in timer management and performance evaluation tools.
- [mem0ai/mem0-mcp](https://github.com/mem0ai/mem0-mcp) ๐ ๐ - A Model Context Protocol server for Mem0 that helps manage coding preferences and patterns, providing tools for storing, retrieving and semantically handling code implementations, best practices and technical documentation in IDEs like Cursor and Windsurf
+- [tverney/mcp-agent-memory](https://github.com/tverney/mcp-agent-memory) [](https://glama.ai/mcp/servers/tverney/mcp-agent-memory) ๐ ๐ ๐ - Persistent agent memory via filesystem-native consolidation daemon. Agents read/write/search memory through MCP; a background daemon handles consolidation and extraction. Works with Kiro, Claude Desktop, Cursor, and any MCP client. `npx mcp-agent-memory --setup`
- [memstate-ai/memstate-mcp](https://github.com/memstate-ai/memstate-mcp) [](https://glama.ai/mcp/servers/memstate-ai/memstate-mcp) ๐ โ๏ธ - Versioned, structured memory for AI agents. Stores facts as keypaths with full version history, automatic conflict detection, and O(1) token retrieval.
- [michael-denyer/memory-mcp](https://github.com/michael-denyer/memory-mcp) ๐ ๐ ๐ ๐ช ๐ง - Two-tier memory with hot cache (instant injection) and cold semantic search. Auto-promotes frequently-used patterns, extracts knowledge from Claude outputs, and organizes via knowledge graph relationships.
- [mercurialsolo/counsel-mcp](https://github.com/mercurialsolo/counsel-mcp) ๐ โ๏ธ ๐ ๐ ๐ช ๐ง - Connect AI agents to the Counsel API for strategic reasoning, multi-perspective debate analysis, and interactive advisory sessions.
- [mlorentedev/hive](https://github.com/mlorentedev/hive) [](https://glama.ai/mcp/servers/mlorentedev/hive) ๐ ๐ ๐ ๐ช ๐ง - On-demand Obsidian vault access via MCP. Adaptive context loading (67-82% token savings), full-text and ranked search, health checks, auto git commit, and worker delegation to cheaper models. 10 tools, works with any MCP client.
+- [mnlt/wellread](https://github.com/mnlt/wellread) [](https://glama.ai/mcp/servers/mnlt/wellread) ๐ โ๏ธ - Shared research cache across AI agents. Hit โ instant answer from verified sources. Miss โ your research saves the next dev's tokens. `npx wellread`, free.
- [modelcontextprotocol/server-memory](https://github.com/modelcontextprotocol/servers-archived/tree/main/src/memory) ๐ ๐ - Knowledge graph-based persistent memory system for maintaining context
+- [DuhoKim/NebulaMind](https://github.com/DuhoKim/NebulaMind) [](https://glama.ai/mcp/servers/DuhoKim/NebulaMind) ๐ โ๏ธ - Collaborative astronomy wiki built by AI agents. 34 topics, 115 knowledge graph connections. Register, read, edit, vote, comment, and explore the cosmos via open API. No auth required.
- [MWGMorningwood/Central-Memory-MCP](https://github.com/MWGMorningwood/Central-Memory-MCP) ๐ โ๏ธ - An Azure PaaS-hostable MCP server that provides a workspace-grounded knowledge graph for multiple developers using Azure Functions MCP triggers and Table storage.
- [MyAgentHubs/aimemo](https://github.com/MyAgentHubs/aimemo) ๐๏ธ ๐ ๐ ๐ช ๐ง - Zero-dependency MCP memory server. Single binary, 100% local, no Docker.
- [n24q02m/mnemo-mcp](https://github.com/n24q02m/mnemo-mcp) [](https://glama.ai/mcp/servers/@n24q02m/mnemo-mcp) ๐ ๐ ๐ ๐ช ๐ง - Persistent AI memory with SQLite hybrid search (FTS5 + semantic). Built-in Qwen3 embedding, rclone sync across machines. Zero config, no cloud, no limits.
@@ -1565,6 +1689,7 @@ Persistent memory storage using knowledge graph structures. Enables AI models to
- [s60yucca/mnemos](https://github.com/s60yucca/mnemos) [](https://glama.ai/mcp/servers/s60yucca/mnemos) ๐๏ธ ๐ ๐ ๐ช ๐ง - Persistent memory engine for AI coding agents. Stores architecture decisions, bug root causes, and project conventions across sessions. Single Go binary with embedded SQLite, FTS5 search, context assembly within token budgets, and autopilot setup for Claude Code, Kiro, and Cursor.
- [SecurityRonin/alaya](https://github.com/SecurityRonin/alaya) [](https://glama.ai/mcp/servers/SecurityRonin/alaya) ๐ฆ ๐ ๐ ๐ช ๐ง - Neuroscience-inspired memory engine for AI agents. Stores episodes, consolidates knowledge through a Bjork-strength lifecycle (strengthening, transformation, forgetting), and builds a personal knowledge graph with emergent categories, preferences, and semantic recall. Local SQLite, zero config, 10 MCP tools. Install via `npx alaya-mcp`.
- [SecurityRonin/docx-mcp](https://github.com/SecurityRonin/docx-mcp) [](https://glama.ai/mcp/servers/SecurityRonin/docx-mcp) ๐ ๐ ๐ ๐ช ๐ง - Read and edit Word (.docx) documents with track changes, comments, footnotes, and structural validation. The only MCP server combining w:ins/w:del tracked changes, threaded comments, and footnotes with OOXML-level paraId validation and document auditing. 18 tools, Python 3.10+.
+- [sheawinkler/ContextLattice](https://github.com/sheawinkler/ContextLattice) [](https://glama.ai/mcp/servers/sheawinkler/context-lattice) ๐ ๐ ๐ช ๐ง ๐ฆ ๐๏ธ - Private-by-default memory and context layer for agents with Go/Rust runtime, staged retrieval across fused data backends, and long-horizon context continuity.
- [shinpr/mcp-local-rag](https://github.com/shinpr/mcp-local-rag) ๐ ๐ - Privacy-first document search server running entirely locally. Supports semantic search over PDFs, DOCX, TXT, and Markdown files with LanceDB vector storage and local embeddings - no API keys or cloud services required.
- [ShipItAndPray/mcp-memory](https://github.com/ShipItAndPray/mcp-memory) [](https://glama.ai/mcp/servers/ShipItAndPray/mcp-memory) ๐ ๐ ๐ ๐ช ๐ง - Smart memory with exponential decay. Memories strengthen on access and fade when unused โ solving the Karpathy problem of unbounded context growth. 7 tools, SQLite-based, zero dependencies.
- [sgx-labs/statelessagent](https://github.com/sgx-labs/statelessagent) [](https://glama.ai/mcp/servers/sgx-labs/statelessagent) ๐๏ธ ๐ ๐ ๐ช ๐ง - Memory with provenance tracking โ records where agent knowledge originated and detects when sources change. 17 MCP tools for session handoffs, decisions, semantic search, and knowledge graph. Works across Claude Code, Cursor, Windsurf, Codex CLI, and Gemini CLI. Single Go binary, SQLite + vector search, fully local.
@@ -1574,6 +1699,7 @@ Persistent memory storage using knowledge graph structures. Enables AI models to
- [smith-and-web/obsidian-mcp-server](https://github.com/smith-and-web/obsidian-mcp-server) ๐ ๐ ๐ ๐ช ๐ง - SSE-enabled MCP server for remote Obsidian vault management with 29 tools for notes, directories, frontmatter, tags, search, and link operations. Docker-ready with health monitoring.
- [smriti-AA/smriti](https://github.com/smriti-AA/smriti) [](https://glama.ai/mcp/servers/@Smriti-AA/smriti) ๐ฆ ๐ ๐ ๐ช ๐ง - Self-hosted knowledge store and memory layer for AI agents with knowledge graph, wiki-links, full-text search (FTS5), and agent memory with namespaces and TTL.
- [skill-seekers/Skill_Seekers](https://github.com/yusufkaraaslan/Skill_Seekers) [](https://glama.ai/mcp/servers/yusufkaraaslan/Skill_Seekers) ๐ ๐ ๐ ๐ช ๐ง - Transform 17 source types (docs, GitHub repos, PDFs, videos, Jupyter, Confluence, Notion, Slack/Discord) into AI-ready skills and RAG knowledge. 35 MCP tools for scraping, packaging, enhancing, and exporting to vector databases (Weaviate, Chroma, FAISS, Qdrant). Supports 16+ target platforms.
+- [SubDownload/subdownload-mcp](https://github.com/SubDownload/subdownload-mcp) [](https://glama.ai/mcp/servers/SubDownload/subdownload-mcp) ๐๏ธ โ๏ธ ๐ ๐ช ๐ง - YouTube knowledge base for AI agents. Summarize videos, fetch full transcripts (including videos without captions, via AI ASR), search channels and playlists, and save everything into a per-user knowledge base for cross-session recall. OAuth 2.1 with Dynamic Client Registration. Hosted at [subdownload.com](https://subdownload.com?utm_source=gthb_awesome_9jqqed&utm_medium=code&utm_campaign=Awesome). `https://api.subdownload.com/mcp`, free credits on signup.
- [TechDocsStudio/biel-mcp](https://github.com/TechDocsStudio/biel-mcp) ๐ โ๏ธ - Let AI tools like Cursor, VS Code, or Claude Desktop answer questions using your product docs. Biel.ai provides the RAG system and MCP server.
- [tomohiro-owada/devrag](https://github.com/tomohiro-owada/devrag) ๐๏ธ ๐ ๐ ๐ช ๐ง - Lightweight local RAG MCP server for semantic vector search over markdown documents. Reduces token consumption by 40x with sqlite-vec and multilingual-e5-small embeddings. Supports filtered search by directory and filename patterns.
- [topoteretes/cognee](https://github.com/topoteretes/cognee/tree/dev/cognee-mcp) ๐ ๐ - Memory manager for AI apps and Agents using various graph and vector stores and allowing ingestion from 30+ data sources
@@ -1586,11 +1712,15 @@ Persistent memory storage using knowledge graph structures. Enables AI models to
- [upstash/context7](https://github.com/upstash/context7) ๐ โ๏ธ - Up-to-date code documentation for LLMs and AI code editors.
- [varun29ankuS/shodh-memory](https://github.com/varun29ankuS/shodh-memory) ๐ฆ ๐ - Cognitive memory for AI agents with Hebbian learning, 3-tier architecture, and knowledge graphs. Single ~15MB binary, runs offline on edge devices.
- [vectorize-io/hindsight](https://github.com/vectorize-io/hindsight) ๐ โ๏ธ ๐ - Hindsight: Agent Memory That Works Like Human Memory - Built for AI Agents to manage Long Term Memory
+- [Abhigyan-Shekhar/Waggle-mcp](https://github.com/Abhigyan-Shekhar/Waggle-mcp) [](https://glama.ai/mcp/servers/Abhigyan-Shekhar/Waggle-mcp) ๐ ๐ ๐ ๐ช ๐ง - Persistent graph memory for AI agents. Drop a conversation turn in via `observe_conversation()` and facts are auto-extracted, stored as typed graph nodes with local semantic embeddings (no API key). Supports temporal queries ("what did we decide last week?"), conflict detection, and context priming. One-command setup with `waggle-mcp init`. SQLite locally, Neo4j in production.
- [wazionapps/nexo](https://github.com/wazionapps/nexo) [](https://glama.ai/mcp/servers/wazionapps/nexo) ๐ ๐ - Cognitive memory for AI agents with Atkinson-Shiffrin memory model (STM/LTM/sensory register), semantic RAG, Ebbinghaus decay, trust scoring, and 76+ MCP tools.
- [whynowlab/jarvis-orb](https://github.com/whynowlab/jarvis-orb) [](https://glama.ai/mcp/servers/whynowlab/jarvis-orb) ๐ ๐ - Persistent 4-tier AI memory (episodic, semantic, project, procedural) with temporal scoring, contradiction detection, entity tracking, and real-time desktop visualization orb.
+- [TheStack-ai/waypath](https://github.com/TheStack-ai/waypath) [](https://glama.ai/mcp/servers/TheStack-ai/waypath) ๐ ๐ - Local-first external brain CLI for coding agents. SQLite-backed context, graph-aware recall via FTS5 and RRF, and governed memory with explicit promote and review gates. Ships Codex and Claude Code host shims and a native MCP server.
+- [zzhang82/Agent-Memory-Bridge](https://github.com/zzhang82/Agent-Memory-Bridge) [](https://glama.ai/mcp/servers/zzhang82/Agent-Memory-Bridge) ๐ ๐ - MCP-native, local-first memory for coding agents that turns coding sessions into reusable engineering memory: decisions, gotchas, and domain knowledge.
- [teolex2020/AuraSDK](https://github.com/teolex2020/AuraSDK) [](https://glama.ai/mcp/servers/teolex2020-aurasdk) ๐ ๐ โ Persistent cognitive memory for Claude Desktop. Sub-ms recall, offline, encrypted.
- [arthurpanhku/Arthor-Agent](https://github.com/arthurpanhku/Arthor-Agent) [](https://glama.ai/mcp/servers/@arthurpanhku/arthor-agent) ๐ ๐ โ๏ธ - ...
- [yakuphanycl/instinct](https://github.com/yakuphanycl/instinct) [](https://glama.ai/mcp/servers/yakuphanycl/instinct) ๐ ๐ ๐ ๐ช ๐ง - Self-learning memory for AI coding agents. Observes tool sequences, user preferences, and recurring fixes; confidence-based promotion (hits โฅ5 โ mature, โฅ10 โ rule) so agents stop repeating mistakes without explicit instruction. SQLite-backed, project-aware, zero external deps. Works with Claude Code, Cursor, Windsurf, Goose, Codex. Published on PyPI as `instinct-mcp` and registered in the MCP Registry.
+- [Wynelson94/longhand](https://github.com/Wynelson94/longhand) [](https://glama.ai/mcp/servers/Wynelson94/longhand) ๐ ๐ ๐ ๐ช ๐ง - Persistent local memory for Claude Code. Indexes every session JSONL verbatim into SQLite + ChromaDB for semantic recall (~126ms) across your entire history. Never summarizes, zero API calls, 17 MCP tools including fuzzy `recall`, deterministic `replay_file`, and git-aware `recall_project_status`. Published on PyPI as `longhand` and registered in the MCP Registry.
### โ๏ธ Legal
@@ -1598,6 +1728,7 @@ Access to legal information, legislation, and legal databases. Enables AI models
- [ark-forge/mcp-eu-ai-act](https://github.com/ark-forge/mcp-eu-ai-act) [](https://glama.ai/mcp/servers/@ark-forge/mcp-eu-ai-act) ๐ โ๏ธ - EU AI Act compliance scanner that detects regulatory violations in AI codebases with risk classification and remediation guidance.
- [buildsyncinc/gibs-mcp](https://github.com/buildsyncinc/gibs-mcp) ๐ โ๏ธ - Regulatory compliance (AI Act, GDPR, DORA) with article-level citations
+- [gavelin-ai/mcp](https://github.com/gavelin-ai/mcp) [](https://glama.ai/mcp/servers/gavelin-ai/mcp) ๐ โ๏ธ - State legislative intelligence for AI agents. Speaker-attributed hearing transcripts, bills, votes, and AI-generated reports from US state legislatures. Remote server at mcp.gavelin.ai/mcp.
- [JamesANZ/us-legal-mcp](https://github.com/JamesANZ/us-legal-mcp) ๐ โ๏ธ - An MCP server that provides comprehensive US legislation.
- [NexusFeed/nexusfeed-mcp](https://github.com/NexusFeed/nexusfeed-mcp) [](https://glama.ai/mcp/servers/NexusFeed/nexusfeed-mcp) ๐ โ๏ธ - US state ABC liquor license compliance lookup (CA, TX, NY, FL) โ search by trade name, owner, or license number and verify status, expiration, and address against state portals. Every response includes a verifiability block with extraction confidence and source URL.
- [open-agreements/open-agreements](https://github.com/open-agreements/open-agreements) [](https://glama.ai/mcp/servers/open-agreements/open-agreements) ๐ ๐ โ๏ธ ๐ ๐ง ๐ช - Fill standard legal agreement templates (NDAs, SAFEs, NVCA docs, employment, cloud terms) and produce signable DOCX files.
@@ -1613,6 +1744,7 @@ Location-based services and mapping tools. Enables AI models to work with geogra
- [cqtrinv/trinvmcp](https://github.com/cqtrinv/trinvmcp) ๐ โ๏ธ - Explore French communes and cadastral parcels based on name and surface
- [devilcoder01/weather-mcp-server](https://github.com/devilcoder01/weather-mcp-server) ๐ โ๏ธ - Access real-time weather data for any location using the WeatherAPI.com API, providing detailed forecasts and current conditions.
- [discava/mcp-server](https://github.com/discava/mcp-server) ๐ โ๏ธ - Search Millions of local businesses worldwide (Europe, Northamerica, Southamerica, Asia, Oceania), confidence scores, and agent trust rankings. No API key required. [](https://glama.ai/mcp/servers/discava/mcp-server)
+- [markpdxt/dronelytics-mcp](https://github.com/markpdxt/dronelytics-mcp) [](https://glama.ai/mcp/servers/markpdxt/dronelytics-mcp) ๐ โ๏ธ - US drone airspace intelligence and mission planning. 24 tools: check airspace restrictions across 11 FAA data layers, plan grid/orbit/corridor surveys, validate Part 107 compliance, generate pre-flight briefings, and export to KML/GPX/QGC/Litchi/WPML. Available via `npx @dronelytics/mcp`.
- [gaopengbin/cesium-mcp](https://github.com/gaopengbin/cesium-mcp) [](https://glama.ai/mcp/servers/gaopengbin/cesium-mcp) ๐ ๐ ๐ ๐ช ๐ง - AI-powered 3D globe control via MCP. Connect any MCP-compatible AI agent to CesiumJS โ camera flight, GeoJSON/3D Tiles layers, markers, spatial analysis, heatmaps, and more through 19 natural language tools.
- [GeiserX/pumperly-mcp](https://github.com/GeiserX/pumperly-mcp) [](https://glama.ai/mcp/servers/GeiserX/pumperly-mcp) ๐๏ธ โ๏ธ ๐ ๐ช ๐ง - Go-based MCP server for Pumperly fuel price comparison. Query gas station prices, plan fuel-efficient routes, and find nearby EV charging stations. Docker image available.
- [ip2location/mcp-ip2location-io](https://github.com/ip2location/mcp-ip2location-io) ๐ โ๏ธ - Official IP2Location.io MCP server to obtain the geolocation, proxy and network information of an IP address utilizing IP2Location.io API.
@@ -1633,14 +1765,17 @@ Location-based services and mapping tools. Enables AI models to work with geogra
- [SaintDoresh/Weather-MCP-ClaudeDesktop](https://github.com/SaintDoresh/Weather-MCP-ClaudeDesktop.git) ๐ โ๏ธ - An MCP tool that provides real-time weather data, forecasts, and historical weather information using the OpenWeatherMap API.
- [SecretiveShell/MCP-timeserver](https://github.com/SecretiveShell/MCP-timeserver) ๐ ๐ - Access the time in any timezone and get the current local time
- [stadiamaps/stadiamaps-mcp-server-ts](https://github.com/stadiamaps/stadiamaps-mcp-server-ts) ๐ โ๏ธ - A MCP server for Stadia Maps' Location APIs - Lookup addresses, places with geocoding, find time zones, create routes and static maps
+- [ThinAirTelematics/thinair-geo](https://github.com/ThinAirTelematics/thinair-geo) [](https://glama.ai/mcp/servers/ThinAirTelematics/thinair-geo) ๐ โ๏ธ - Location & routing intelligence for AI agents โ geocoding, truck routing with hazmat/dimension constraints, traffic, weather, isochrones, place search. Full planet coverage. Hosted MCP server with OAuth 2.0 + Bearer auth.
- [TimLukaHorstmann/mcp-weather](https://github.com/TimLukaHorstmann/mcp-weather) ๐ โ๏ธ - Accurate weather forecasts via the AccuWeather API (free tier available).
- [trackmage/trackmage-mcp-server](https://github.com/trackmage/trackmage-mcp-server) ๐ - Shipment tracking api and logistics management capabilities through the [TrackMage API] (https://trackmage.com/)
+- [geolabel/geolabel-mcp](https://github.com/geolabel/geolabel-mcp) [](https://glama.ai/mcp/servers/geolabel/geolabel-mcp) ๐ โ๏ธ - GPS coordinates to AI-ready location context โ returns place name, stable category (gym, supermarket, restaurantโฆ), and live opening hours via OpenStreetMap. Works in Claude Desktop, Claude Code, Hermes Agent, OpenClaw, and any MCP client.
- [webcoderz/MCP-Geo](https://github.com/webcoderz/MCP-Geo) ๐ ๐ - Geocoding MCP server for nominatim, ArcGIS, Bing
### ๐ฏ Marketing
Tools for creating and editing marketing content, working with web meta data, product positioning, and editing guides.
+- [acamolese/google-search-console-mcp](https://github.com/acamolese/google-search-console-mcp) [](https://glama.ai/mcp/servers/acamolese/google-search-console-mcp) ๐ โ๏ธ - Google Search Console MCP server: query performance data, inspect URLs, check indexing, and generate brandable HTML SEO audit reports with a 30/60/90-day roadmap. Read-only OAuth scope, installable via `uvx mcp-google-search-console`.
- [AdsMCP/tiktok-ads-mcp-server](https://github.com/AdsMCP/tiktok-ads-mcp-server) ๐ โ๏ธ - A Model Context Protocol server for TikTok Ads API integration, enabling AI assistants to manage campaigns, analyze performance metrics, handle audiences and creatives with OAuth authentication flow.
- [alexey-pelykh/lhremote](https://github.com/alexey-pelykh/lhremote) ๐ ๐ - Open-source CLI and MCP server for LinkedHelper automation โ 32 tools for campaign management, messaging, and profile queries via Chrome DevTools Protocol.
- [BlockRunAI/x-grow](https://github.com/BlockRunAI/x-grow) ๐ โ๏ธ - X/Twitter algorithm optimizer with post drafting, review scoring, and AI image generation for maximum engagement.
@@ -1654,12 +1789,20 @@ Tools for creating and editing marketing content, working with web meta data, pr
- [gomarble-ai/google-ads-mcp-server](https://github.com/gomarble-ai/google-ads-mcp-server) ๐ โ๏ธ - MCP server acting as an interface to the Google Ads, enabling programmatic access to Google Ads data and management features.
- [grovs-io/mcp](https://github.com/grovs-io/mcp) [](https://glama.ai/mcp/servers/grovs-io/mcp) ๐ โ๏ธ - Deep linking, attribution, analytics, and campaign management for mobile apps with [Grovs](https://grovs.io) โ an open-source, privacy-first alternative to Branch and AppsFlyer. 16 tools for creating links, tracking installs and revenue, and configuring app settings.
- [damientilman/mailchimp-mcp-server](https://github.com/damientilman/mailchimp-mcp-server) [](https://glama.ai/mcp/servers/@damientilman/mailchimp-mcp) ๐ โ๏ธ - Mailchimp Marketing API integration with 53 tools for managing campaigns, audiences, reports, automations, landing pages, e-commerce data, and batch operations.
+- [Davison-Francis/min8t-sdks](https://github.com/Davison-Francis/min8t-sdks/tree/main/deliveriq-mcp) [](https://glama.ai/mcp/servers/Davison-Francis/min8t-sdks) ๐ โ๏ธ - `@deliveriq/mcp` โ email-deliverability tools for AI agents. 12 tools: single + batch verification, email finder, DNSBL across 50 zones, SPF/DKIM/DMARC/MTA-STS/BIMI infrastructure analysis, spam-trap scoring on 13 weighted signals, composite domain trust report, account credits. 5-stage / 21-check pipeline under the hood. Free tier, no card. Install: `npx -y @deliveriq/mcp`.
+- [logly/mureo](https://github.com/logly/mureo) [](https://glama.ai/mcp/servers/logly/mureo) ๐ โ๏ธ ๐ - Framework for AI agents (Claude Code, Cursor, Codex, Gemini) to operate Google Ads, Meta Ads, and Search Console. Grounded in a local STRATEGY.md โ not metric-chasing. Defense-in-depth security, local-first. Apache 2.0.
- [louis030195/apollo-io-mcp](https://github.com/louis030195/apollo-io-mcp) ๐ โ๏ธ ๐ ๐ช ๐ง - B2B sales intelligence and prospecting with Apollo.io. Search for prospects, enrich contacts with emails and phone numbers, discover companies by industry and size, and access Apollo's database of 275M+ contacts.
+- [live-direct-marketing/ldm-inbox-check-mcp](https://github.com/live-direct-marketing/ldm-inbox-check-mcp) [](https://glama.ai/mcp/servers/live-direct-marketing/ldm-inbox-check-mcp) ๐ โ๏ธ - Email inbox placement testing across Gmail, Outlook, Yahoo, Mail.ru and Yandex. Create a test, get seed addresses, see per-provider placement (Inbox/Spam/Promotions), SPF/DKIM/DMARC verdicts, and screenshots. Install: `npx -y ldm-inbox-check-mcp`.
- [MailboxValidator/mcp-mailboxvalidator](https://github.com/MailboxValidator/mcp-mailboxvalidator) [](https://glama.ai/mcp/servers/MailboxValidator/mcp-mailboxvalidator) ๐ โ๏ธ - Validates email addresses to reduce email bounces during marketing campaigns.
+- [marykovziridze/screaming-frog-mcp](https://github.com/marykovziridze/screaming-frog-mcp) [](https://glama.ai/mcp/servers/marykovziridze/screaming-frog-mcp) ๐ ๐ - Screaming Frog SEO Spider headless crawls, data export, and technical SEO audit skill for Claude. 8 tools, cross-platform (Mac + Windows), includes a ready-to-use technical SEO scan skill.
- [marketplaceadpros/amazon-ads-mcp-server](https://github.com/MarketplaceAdPros/amazon-ads-mcp-server) ๐ โ๏ธ - Enables tools to interact with Amazon Advertising, analyzing campaign metrics and configurations.
- [Nolas-Shadow/agent1st-ads-mcp](https://github.com/Nolas-Shadow/agent1st-ads-mcp) [](https://glama.ai/mcp/servers/Nolas-Shadow/agent1st-ads-mcp) ๐ โ๏ธ - Meta (Facebook/Instagram) and TikTok ad campaign management for AI agents. One tool call creates a complete campaign โ targeting, creative, budget, and ad. Requires license from [agent1st.io/ads](https://agent1st.io/ads/).
- [MatiousCorp/google-ad-manager-mcp](https://github.com/MatiousCorp/google-ad-manager-mcp) ๐ โ๏ธ - Google Ad Manager API integration for managing campaigns, orders, line items, creatives, and advertisers with bulk upload support.
+- [MendleM/Pipepost](https://github.com/MendleM/Pipepost) [](https://glama.ai/mcp/servers/MendleM/pipepost) ๐ ๐ - Publish from your terminal. Drafts SEO-scored articles, cross-publishes to Dev.to, Ghost, Hashnode, WordPress, and Medium with auto-wired canonical URLs, generates social posts for Twitter/LinkedIn/Reddit/Bluesky/HN, fetches Unsplash cover images, and submits URLs to IndexNow โ all as local stdio, no cloud relay.
- [open-strategy-partners/osp_marketing_tools](https://github.com/open-strategy-partners/osp_marketing_tools) ๐ ๐ - A suite of marketing tools from Open Strategy Partners including writing style, editing codes, and product marketing value map creation.
+- [opusforge/gorilla-mcp](https://github.com/opusforge/gorilla-mcp) [](https://glama.ai/mcp/servers/opusforge/gorilla-mcp) ๐ โ๏ธ - Lead discovery for solo SaaS founders. Searches Reddit, X, YouTube, and TikTok for posts where people describe a problem your product solves, ranks each by buying intent, and returns ranked leads. Includes `find_leads`, `draft_outreach`, and `plan_acquisition_funnel` for the full acquisition flow. Hosted, $0.99 per run. Install: `npx -y github:opusforge/gorilla-mcp`. Sign up: [usegorilla.app](https://usegorilla.app).
+- [pghdma/callrail-mcp](https://github.com/pghdma/callrail-mcp) [](https://glama.ai/mcp/servers/pghdma/callrail-mcp) ๐ ๐ - CallRail REST API v3 integration with 49 tools for call tracking, form submissions, transcripts, full CRUD on tags/trackers/companies/users, plus agency-specific aggregation tools (`usage_summary` for per-client cost attribution, `compare_periods` for MoM deltas, `bulk_update_calls` with dry-run, `spam_detector`, `call_eligibility_check` for Google Ads conversion debugging). Built by an actual CallRail customer for agency use. Install: `pipx install callrail-mcp`.
+- [pickelfintech/sentisift-sdks](https://github.com/pickelfintech/sentisift-sdks/tree/main/mcp) [](https://glama.ai/mcp/servers/pickelfintech/sentisift-sdks) ๐ โ๏ธ - Comment moderation and intelligence for any article: bot/spam detection, multilingual sentiment analysis, and Influence (constructive comment generation on paid tiers). Free tier: 1,000 comments, no credit card.
- [pipeboard-co/meta-ads-mcp](https://github.com/pipeboard-co/meta-ads-mcp) ๐ โ๏ธ ๐ - Meta Ads automation that just works. Trusted by 10,000+ businesses to analyze performance, test creatives, optimize spend, and scale results โ simply and reliably.
- [qr-maker-io/mcp-server](https://github.com/qr-maker-io/mcp-server) [](https://glama.ai/mcp/servers/qr-maker-io/mcp-server) ๐ โ๏ธ - Generate styled QR codes, manage dynamic short links with click analytics, and publish micro-landing pages. Install: `npx @qr-maker/mcp-server --api-key=YOUR_KEY`.
- [sharozdawa/ai-visibility](https://github.com/sharozdawa/ai-visibility) [](https://glama.ai/mcp/servers/sharozdawa/ai-visibility) ๐ ๐ - Track brand visibility across ChatGPT, Perplexity, Claude, and Gemini. Visibility scores, sentiment analysis, competitor detection, and trend charts.
@@ -1667,8 +1810,11 @@ Tools for creating and editing marketing content, working with web meta data, pr
brand visibility monitoring via 16 specialized tools.
- [stape-io/google-tag-manager-mcp-server](https://github.com/stape-io/google-tag-manager-mcp-server) ๐ โ๏ธ โ This server supports remote MCP connections, includes built-in Google OAuth, and provide an interface to the Google Tag Manager API.
- [stape-io/stape-mcp-server](https://github.com/stape-io/stape-mcp-server) ๐ โ๏ธ โ This project implements an MCP (Model Context Protocol) server for the Stape platform. It allows interaction with the Stape API using AI assistants like Claude or AI-powered IDEs like Cursor.
+ - [Synter-Media-AI/mcp-server](https://github.com/Synter-Media-AI/mcp-server) [](https://glama.ai/mcp/servers/Synter-Media-AI/mcp-server) ๐ โ๏ธ - Cross-platform ad management MCP server with full read and write capabilities across Google, Meta, LinkedIn, Microsoft, Reddit, and TikTok. Create campaigns, adjust budgets, generate creatives, and pull performance data through natural language.
- [Sweeppea-Development-Lab/sweeppea-mcp-info](https://github.com/Sweeppea-Development-Lab/sweeppea-mcp-info) [](https://glama.ai/mcp/servers/Sweeppea-Development-Lab/sweeppea-mcp-info) ๐ โ๏ธ - Sweepstakes management platform with 70 MCP tools for legally compliant promotions in the US and Canada. Manage participants, official rules, winner drawings, entry pages, billing, and more. Requires a [Sweeppea](https://www.sweeppea.com/) subscription.
- [tomba-io/tomba-mcp-server](https://github.com/tomba-io/tomba-mcp-server) ๐ โ๏ธ - Email discovery, verification, and enrichment tools. Find email addresses, verify deliverability, enrich contact data, discover authors and LinkedIn profiles, validate phone numbers, and analyze technology stacks.
+- [ZLeventer/salesforce-marketing-mcp](https://github.com/ZLeventer/salesforce-marketing-mcp) [](https://glama.ai/mcp/servers/ZLeventer/salesforce-marketing-mcp) ๐ โ๏ธ ๐ ๐ ๐ช ๐ง - Salesforce MCP server built for marketing and revenue ops teams. 47 tools for leads, contacts, accounts, campaigns, campaign members, tasks, and 17 reporting tools including campaign ROI, lead-source attribution, pipeline-by-campaign, multi-touch campaign influence, MQL trend, forecast summary, and the native SFDC Reports API.
+- [andrealufino/aapl-ads-mcp](https://github.com/andrealufino/aapl-ads-mcp) [](https://glama.ai/mcp/servers/andrealufino/aapl-ads-mcp) ๐ -
### ๐ Monitoring
@@ -1678,6 +1824,8 @@ Access and analyze application monitoring data. Enables AI models to review erro
- [Alog/alog-mcp](https://github.com/saikiyusuke/alog-mcp) ๐ โ๏ธ - AI agent activity logger & monitor MCP server with 20 tools. Post logs, create articles, manage social interactions, and monitor AI agent activities on the Alog platform.
- [avivsinai/langfuse-mcp](https://github.com/avivsinai/langfuse-mcp) ๐ โ๏ธ - Query Langfuse traces, debug exceptions, analyze sessions, and manage prompts. Full observability toolkit for LLM applications.
- [alimuratkuslu/byok-observability-mcp](https://github.com/alimuratkuslu/byok-observability-mcp) [](https://github.com/alimuratkuslu/byok-observability-mcp) ๐ ๐ โ๏ธ ๐ ๐ช ๐ง - Comprehensive MCP server for Grafana, Prometheus, Kafka UI, and Datadog with a secure "Bring Your Own Key" or BYOK model.
+- [clamp-sh/mcp](https://github.com/clamp-sh/mcp) [](https://glama.ai/mcp/servers/clamp-sh/mcp) ๐ โ๏ธ ๐ ๐ช ๐ง - AI-native web analytics. Query pageviews, top pages, referrers, countries, devices, and custom events. Create conversion funnels and alerts.
+- [dragogargo/mcp-sysmon](https://github.com/dragogargo/mcp-sysmon) [](https://glama.ai/mcp/servers/dragogargo/mcp-sysmon) ๐ ๐ ๐ ๐ง - Local system monitoring โ CPU, memory, swap, disk, network, and process management. Find resource-hungry processes, diagnose performance issues, and kill processes via AI.
- [dynatrace-oss/dynatrace-mcp](https://github.com/dynatrace-oss/dynatrace-mcp) ๐๏ธ ๐ โ๏ธ ๐ ๐ช ๐ง - Leverage AI-driven observability, security, and automation to analyze anomalies, logs, traces, events, metrics.
- [edgedelta/edgedelta-mcp-server](https://github.com/edgedelta/edgedelta-mcp-server) ๐๏ธ ๐๏ธ โ๏ธ โ Interact with Edge Delta anomalies, query logs / patterns / events, and pinpoint root causes and optimize your pipelines.
- [ejcho623/agent-breadcrumbs](https://github.com/ejcho623/agent-breadcrumbs) ๐ โ๏ธ ๐ - Unified agent work logging and observability across ChatGPT, Claude, Cursor, Codex, and OpenClaw with config-first schemas and pluggable sinks.
@@ -1717,6 +1865,7 @@ Access and analyze application monitoring data. Enables AI models to review erro
- [ThinkneoAI/mcp-server](https://github.com/ThinkneoAI/mcp-server) [](https://glama.ai/mcp/servers/ThinkneoAI/mcp-server) ๐ โ๏ธ - ThinkNEO Control Plane โ Enterprise AI governance MCP server with runtime guardrails, observability, AI FinOps, and agent lifecycle control.
- [tumf/grafana-loki-mcp](https://github.com/tumf/grafana-loki-mcp) ๐ ๐ - An MCP server that allows querying Loki logs through the Grafana API.
- [utapyngo/sentry-mcp-rs](https://github.com/utapyngo/sentry-mcp-rs) ๐ฆ โ๏ธ - Fast and minimal Sentry MCP server written in Rust
+- [vdalhambra/siteaudit-mcp](https://github.com/vdalhambra/siteaudit-mcp) [](https://glama.ai/mcp/servers/vdalhambra/siteaudit-mcp) ๐ โ๏ธ ๐ - Instant website audits with 11 tools โ full SEO audit (20+ checks), security headers and SSL verification, Lighthouse performance metrics, multi-site comparison, broken link checker, WCAG accessibility audit, Schema.org structured data validation, competitor gap analysis, and robots.txt parsing. No API keys required.
- [VictoriaMetrics-Community/mcp-victoriametrics](https://github.com/VictoriaMetrics-Community/mcp-victoriametrics) ๐๏ธ ๐๏ธ ๐ - Provides comprehensive integration with your [VictoriaMetrics instance APIs](https://docs.victoriametrics.com/victoriametrics/url-examples/) and [documentation](https://docs.victoriametrics.com/) for monitoring, observability, and debugging tasks related to your VictoriaMetrics instances
- [yshngg/pmcp](https://github.com/yshngg/pmcp) ๐๏ธ โ๏ธ ๐ ๐ ๐ช ๐ง - A Prometheus Model Context Protocol Server.
@@ -1724,18 +1873,21 @@ Access and analyze application monitoring data. Enables AI models to review erro
Provides the ability to handle multimedia, such as audio and video editing, playback, format conversion, also includes video filters, enhancements, and so on
+- [06ketan/slideshot](https://github.com/06ketan/slideshot) [](https://glama.ai/mcp/servers/06ketan/slideshot) ๐ ๐ ๐ ๐ช ๐ง - Convert HTML to PDF/PNG/WebP/PPTX slide carousels with 11 themes (LinkedIn, Instagram, pitch decks, infographics). Pixel-perfect Puppeteer rendering, dimension-aware reflow for portrait/landscape, token-efficient JSON mode. `npx slideshot-mcp`.
- [1000ri-jp/atsurae](https://github.com/1000ri-jp/atsurae) ๐ โ๏ธ ๐ ๐ช ๐ง - AI-powered video editing MCP server with 10 tools for timeline editing, 5-layer compositing, semantic operations, and FFmpeg rendering (1920x1080, 30fps H.264+AAC).
- [AceDataCloud/MCPSuno](https://github.com/AceDataCloud/SunoMCP) [](https://glama.ai/mcp/servers/AceDataCloud/MCPSuno) ๐ โ๏ธ - Suno AI music generation, lyrics, covers, and vocal extraction via Ace Data Cloud API.
- [agenticdecks/deckrun-mcp](https://github.com/agenticdecks/deckrun-mcp) [](https://glama.ai/mcp/servers/agenticdecks/deckrun-mcp) ๐ โ๏ธ - Generate presentation PDFs, narrated videos, and MP3 audio from Markdown. Free tier requires no API key or local install โ add a URL to your IDE config and start generating. Paid tier adds video, audio, async jobs, and account tools.
- [AIDC-AI/Pixelle-MCP](https://github.com/AIDC-AI/Pixelle-MCP) ๐ ๐ ๐ ๐ฅ ๐ ๐ผ๏ธ - An omnimodal AIGC framework that seamlessly converts ComfyUI workflows into MCP tools with zero code, enabling full-modal support for Text, Image, Sound, and Video generation with Chainlit-based web interface.
- [ananddtyagi/gif-creator-mcp](https://github.com/ananddtyagi/gif-creator-mcp/tree/main) ๐ ๐ - A MCP server for creating GIFs from your videos.
- [bogdan01m/zapcap-mcp-server](https://github.com/bogdan01m/zapcap-mcp-server) ๐ โ๏ธ - MCP server for ZapCap API providing video caption and B-roll generation via natural language
+- [DareDev256/fcpxml-mcp-server](https://github.com/DareDev256/fcpxml-mcp-server) [](https://glama.ai/mcp/servers/DareDev256/fcpxml-mcp-server) ๐ ๐ ๐ - The first MCP server for Final Cut Pro. 53 tools that parse, edit, and generate FCPXML timelines โ health checks, flash frame detection, chapter markers, rough cuts, NLE export. 912 tests, MIT licensed.
- [drolosoft/immich-photo-manager](https://github.com/drolosoft/immich-photo-manager) [](https://glama.ai/mcp/servers/drolosoft/immich-photo-manager) ๐ ๐ ๐ ๐ช ๐ง - Turn your self-hosted Immich photo library into a conversation โ natural language search via CLIP, geographic album curation from GPS data, cross-source duplicate detection with perceptual hashing, library health reports, and offline-ready interactive HTML galleries. Claude Code plugin with 21 MCP tools, 11 skills, and 5 slash commands.
- [quietnotion/barevalue-mcp](https://github.com/quietnotion/barevalue-mcp) ๐ โ๏ธ ๐ ๐ช ๐ง - AI podcast editing as a service. Upload raw audio or submit a URL, get back edited episodes with filler words removed, noise reduction, transcripts, show notes, and social clips. Includes webhooks for automation.
- [elestirelbilinc-sketch/vap-showcase](https://github.com/elestirelbilinc-sketch/vap-showcase) ๐ โ๏ธ ๐ ๐ช ๐ง - AI media generation (Flux, Veo, Suno) with cost control. Pre-commit pricing, budget enforcement, reserve-burn-refund billing.
- [realcrabcut/crabcut-mcp-server](https://github.com/realcrabcut/crabcut-mcp-server) [](https://glama.ai/mcp/servers/realcrabcut/crabcut-mcp-server) ๐ โ๏ธ - Turn YouTube videos into short-form clips from any AI assistant. AI-powered highlight detection, subtitle generation, 9:16 reframing, and direct download URLs via the Crabcut API.
- [keiver/image-tiler-mcp-server](https://github.com/keiver/image-tiler-mcp-server) [](https://glama.ai/mcp/servers/keiver/image-tiler-mcp-server) ๐ ๐ ๐ ๐ช ๐ง - Full-resolution vision for LLMs. Tiles large images and captures web pages via Chrome CDP so vision models process every detail without downscaling. Generates interactive HTML tile previews. Supports Claude, OpenAI, Gemini presets with per-model token math and entropy-based tile classification.
- [gaudiolab-jp/gaudio-developers-mcp](https://github.com/gaudiolab-jp/gaudio-developers-mcp) [](https://glama.ai/mcp/servers/gaudiolab-jp/gaudio-developers-mcp) ๐ โ๏ธ ๐ ๐ช ๐ง - Audio AI API for stem separation (vocal, drum, bass, guitar, piano), DME separation (dialogue, music, effects), and AI lyrics sync. 7 tools, 11 models, supports WAV/FLAC/MP3/M4A/MOV/MP4.
+- [MohamedAbdallah-14/prompt-to-asset](https://github.com/MohamedAbdallah-14/prompt-to-asset) [](https://glama.ai/mcp/servers/MohamedAbdallah-14/prompt-to-asset) ๐ ๐ ๐ ๐ช ๐ง - Generates app icons, favicons, OG images, logos, and wordmarks. Routes each request across 30+ image models. Runs without an API key via Cloudflare Workers AI, NVIDIA NIM, HuggingFace, or Stable Horde. Three modes: inline SVG, external prompt-only, or full API. Validates contrast, OCR text accuracy, and palette before returning.
- [mordor-forge/gemini-media-mcp](https://github.com/mordor-forge/gemini-media-mcp) [](https://glama.ai/mcp/servers/mordor-forge/gemini-media-mcp) ๐๏ธ โ๏ธ ๐ ๐ช ๐ง - Unified Gemini media generation: Nano Banana (images, editing, multi-reference composition), Veo 3.1 (video, image-to-video, extend), TTS, and Lyria 3 (music with vocals). Single Go binary, 12 tools, supports Gemini API key and Vertex AI.
- [guimatheus92/mcp-video-analyzer](https://github.com/guimatheus92/mcp-video-analyzer) [](https://glama.ai/mcp/servers/guimatheus92/mcp-video-analyzer) ๐ ๐ ๐ ๐ช ๐ง - MCP server for video analysis โ extracts transcripts, key frames, OCR text, and annotated timelines from video URLs. Supports Loom and direct video files (.mp4, .webm). Zero auth required.
- [mordor-forge/trident-mcp](https://github.com/mordor-forge/trident-mcp) [](https://glama.ai/mcp/servers/mordor-forge/trident-mcp) ๐๏ธ โ๏ธ ๐ ๐ช ๐ง - AI 3D model generation and post-processing: text/image/multiview-to-3D via Tripo, plus retopology, format conversion (GLB/FBX/OBJ/STL/USDZ), and stylization. Single Go binary, 10 tools, async generation with polling.
@@ -1756,6 +1908,7 @@ Provides the ability to handle multimedia, such as audio and video editing, play
Servers for controlling the desktop operating system: screenshots, window management, mouse/keyboard input injection, and system-level automation.
- [sbuysse/gnome-desktop-mcp](https://github.com/sbuysse/gnome-desktop-mcp) [](https://glama.ai/mcp/servers/sbuysse/gnome-desktop-mcp) ๐ ๐ ๐ง - GNOME desktop automation for AI agents. 30 tools via D-Bus: screenshots, window management, mouse/keyboard injection, clipboard, workspaces, and system notifications. Works on any GNOME 45โ49 Linux desktop.
+- [dimpagk92/cellar](https://github.com/dimpagk92/cellar) [](https://glama.ai/mcp/servers/dimpagk92/cellar) ๐ฆ ๐ ๐ ๐ ๐ง - Hybrid computer-use runtime. Fuses accessibility tree + Chrome DevTools Protocol + vision into structured context with per-element confidence. 4 MCP tools (see/act/think/perceive). Continuous awareness engine (Cortex) with freshness + side-effect detection. Works offline with Ollama + local models.
### ๐ Product Management
@@ -1777,16 +1930,21 @@ MCP servers for real estate CRM, property management, and agent workflows.
Tools for conducting research, surveys, interviews, and data collection.
+- [Agnuxo1/benchclaw-integrations](https://github.com/Agnuxo1/benchclaw-integrations/tree/main/mcp-server) [](https://glama.ai/mcp/servers/Agnuxo1/benchclaw-integrations) ๐ โ๏ธ - Register LLMs/agents and submit research papers (Markdown) to the [BenchClaw](https://www.p2pclaw.com/app/benchmark) leaderboard. Papers are scored by a 17-judge Tribunal with 8 deception detectors across 10 dimensions. No API key required. Works with Claude Desktop, Cursor, Cline, Zed, Continue.dev.
- [BrowseAI-HQ/BrowserAI-Dev](https://github.com/BrowseAI-HQ/BrowserAI-Dev) [](https://glama.ai/mcp/servers/BrowseAI-HQ/browse-ai) ๐ โ๏ธ - Evidence-backed web research for AI agents. Real-time search with cited claims, confidence scores, and compare mode (raw LLM vs evidence-backed). MCP server, REST API, and Python SDK.
- [connerlambden/bgpt-mcp](https://github.com/connerlambden/bgpt-mcp) [](https://glama.ai/mcp/servers/@connerlambden/bgpt-mcp) ๐ โ๏ธ - Search scientific papers with structured experimental data extracted from full-text studies. Returns 25+ fields per paper including methods, results, sample sizes, and quality scores. 50 free searches, then $0.01/result.
- [Embassy-of-the-Free-Mind/sourcelibrary-v2](https://github.com/Embassy-of-the-Free-Mind/sourcelibrary-v2/tree/main/mcp-server) ๐ โ๏ธ - Search and cite rare historical texts (alchemy, Hermeticism, Renaissance philosophy) with DOI-backed academic citations from [Source Library](https://sourcelibrary.org)
+- [HubLensOfficial/mcp-server](https://github.com/HubLensOfficial/mcp-server) [](https://glama.ai/mcp/servers/HubLensOfficial/mcp-server) ๐ โ๏ธ - Query daily trending open-source projects from GitHub & Hacker News with AI-generated bilingual (EN/ZH) summaries, categories, use cases, and custom scoring. Stateless, no API key required.
- [kimimgo/viznoir](https://github.com/kimimgo/viznoir) [](https://glama.ai/mcp/servers/kimimgo/viznoir) ๐ ๐ ๐ง - Cinema-quality science visualization MCP server for CFD/FEA/SPH. 22 tools for rendering, slicing, contouring, volume rendering, and animating OpenFOAM/VTK/CGNS data. Headless EGL/OSMesa.
- [mnemox-ai/idea-reality-mcp](https://github.com/mnemox-ai/idea-reality-mcp) [](https://glama.ai/mcp/servers/@mnemox-ai/idea-reality-mcp) ๐ โ๏ธ ๐ ๐ช ๐ง - Pre-build reality check for AI coding agents. Scans GitHub, Hacker News, npm, PyPI, and Product Hunt to detect existing competition before building, returning a reality signal score (0-100), duplicate likelihood, similar projects, and pivot hints.
+- [nangman-infra/touch-browser](https://github.com/nangman-infra/touch-browser) [](https://glama.ai/mcp/servers/nangman-infra/touch-browser) ๐ฆ ๐ - Evidence-grounded web research for AI agents. Verifies page-local claims with citations, confidence bands, policy reports, and multi-page session synthesis via MCP.
- [ovlabs/mcp-server-originalvoices](https://github.com/ovlabs/mcp-server-originalvoices) ๐ โ๏ธ - Instantly understand what real users think and why by querying our network of 1:1 Digital Twins - each representing a real person. Give your AI agents authentic human context to ground outputs, improve creative, and make smarter decisions.
- [Pantheon-Security/notebooklm-mcp-secure](https://github.com/Pantheon-Security/notebooklm-mcp-secure) ๐ ๐ ๐ ๐ช ๐ง - Query Google NotebookLM from Claude/AI agents with 14 security hardening layers. Session-based conversations, notebook library management, and source-grounded research responses.
- [pminervini/deep-research-mcp](https://github.com/pminervini/deep-research-mcp) ๐ โ๏ธ ๐ - Deep research MCP server for OpenAI Responses API or Open Deep Research (smolagents), with web search and code interpreter support.
+- [thevibepreneur/gapbase-mcp](https://github.com/thevibepreneur/gapbase-mcp) [](https://glama.ai/mcp/servers/thevibepreneur/gapbase-mcp) ๐ ๐ - Search 474 validated startup gaps from your AI editor. Find unsolved business problems by industry, role, or keyword โ each with pain point, solution direction, and link to full blueprint. Zero API keys, works offline.
- [sh-patterson/legiscan-mcp](https://github.com/sh-patterson/legiscan-mcp) [](https://glama.ai/mcp/servers/ggstefivzf) ๐ โ๏ธ - Access legislative data from all 50 US states and Congress โ search bills, get full text, track votes, and look up legislators via the LegiScan API.
- [thinkchainai/agentinterviews_mcp](https://github.com/thinkchainai/agentinterviews_mcp) - Conduct AI-powered qualitative research interviews and surveys at scale with [Agent Interviews](https://agentinterviews.com). Create interviewers, manage research projects, recruit participants, and analyze interview data through MCP.
+- [xmpuspus/ph-civic-data-mcp](https://github.com/xmpuspus/ph-civic-data-mcp) [](https://glama.ai/mcp/servers/xmpuspus/ph-civic-data-mcp) ๐ โ๏ธ ๐ ๐ช ๐ง - Philippine government data as agent-callable tools: PHIVOLCS earthquakes + volcano alerts, PAGASA weather + typhoons, PhilGEPS procurement, PSA 2020 Census population + poverty, AQICN air quality. Install: `uvx ph-civic-data-mcp`.
- [yusong652/pfc-mcp](https://github.com/yusong652/pfc-mcp) [](https://glama.ai/mcp/servers/yusong652/pfc-mcp) ๐ ๐ ๐ช - MCP server for [ITASCA PFC](https://www.itascacg.com/software/pfc) discrete element simulation โ browse documentation, execute scripts, capture plots, and manage long-running tasks via a WebSocket bridge to the PFC GUI.
- [yusong652/yade-mcp](https://github.com/yusong652/yade-mcp) [](https://glama.ai/mcp/servers/yusong652/yade-mcp) ๐ ๐ ๐ง - MCP server for [YADE](https://yade-dem.org/) โ open-source discrete element method (DEM) engine for granular and particle simulation. Browse API docs with BM25 search, execute code via synchronous REPL or async background tasks, monitor progress, and review task history.
@@ -1802,6 +1960,7 @@ Tools for conducting research, surveys, interviews, and data collection.
- [0xdaef0f/job-searchoor](https://github.com/0xDAEF0F/job-searchoor) ๐ ๐ - An MCP server for searching job listings with filters for date, keywords, remote work options, and more.
- [hanselhansel/aeo-cli](https://github.com/hanselhansel/aeo-cli) ๐ ๐ - Audit URLs for AI crawler readiness โ checks robots.txt, llms.txt, JSON-LD schema, and content density with 0-100 AEO scoring.
- [Aas-ee/open-webSearch](https://github.com/Aas-ee/open-webSearch) ๐ ๐ โ๏ธ - Web search using free multi-engine search (NO API KEYS REQUIRED) โ Supports Bing, Baidu, DuckDuckGo, Brave, Exa, and CSDN.
+- [AceDataCloud/MCPSerp](https://github.com/AceDataCloud/SerpMCP) [](https://glama.ai/mcp/servers/AceDataCloud/MCPSerp) ๐ โ๏ธ - Google SERP search including web, images, news, maps, places, videos, and knowledge graph results via Ace Data Cloud API.
- [AIMLPM/markcrawl](https://github.com/AIMLPM/markcrawl) [](https://glama.ai/mcp/servers/AIMLPM/markcrawl) ๐ ๐ - Crawl websites into clean Markdown, search pages, and extract structured data with LLMs. Built-in MCP server for web research and RAG pipelines.
- [ac3xx/mcp-servers-kagi](https://github.com/ac3xx/mcp-servers-kagi) ๐ โ๏ธ - Kagi search API integration
- [adawalli/nexus](https://github.com/adawalli/nexus) ๐ โ๏ธ - AI-powered web search server using Perplexity Sonar models with source citations. Zero-install setup via NPX.
@@ -1810,6 +1969,7 @@ Tools for conducting research, surveys, interviews, and data collection.
- [andybrandt/mcp-simple-pubmed](https://github.com/andybrandt/mcp-simple-pubmed) - ๐ โ๏ธ MCP to search and read medical / life sciences papers from PubMed.
- [angheljf/nyt](https://github.com/angheljf/nyt) ๐ โ๏ธ - Search articles using the NYTimes API
- [apify/mcp-server-rag-web-browser](https://github.com/apify/mcp-server-rag-web-browser) ๐ โ๏ธ - An MCP server for Apify's open-source RAG Web Browser Actor to perform web searches, scrape URLs, and return content in Markdown.
+- [atlasprzetargow/mcp-server](https://github.com/atlasprzetargow/mcp-server) [](https://glama.ai/mcp/servers/atlasprzetargow/mcp-server) ๐ โ๏ธ - Search 800 000+ Polish public tenders (BZP + TED). Profiles of procuring entities and contractors by NIP, market statistics by CPV/province, 90+ term procurement glossary.
- [Khamel83/argus](https://github.com/Khamel83/argus) [](https://glama.ai/mcp/servers/Khamel83/argus) ๐ ๐ - Multi-provider search broker with automatic fallback, RRF ranking, content extraction, and budget enforcement.
- [idapixl/idapixl-web-research-mcp](https://github.com/idapixl/idapixl-web-research-mcp) [](https://glama.ai/mcp/servers/idapixl-web-research-mcp) ๐ โ๏ธ - Pay-per-use web research for AI agents on Apify. Search (Brave + DuckDuckGo), fetch pages to clean markdown, and multi-step research with relevance scoring and key fact extraction.
- [Bigsy/Clojars-MCP-Server](https://github.com/Bigsy/Clojars-MCP-Server) ๐ โ๏ธ - Clojars MCP Server for upto date dependency information of Clojure libraries
@@ -1831,11 +1991,13 @@ Tools for conducting research, surveys, interviews, and data collection.
- [dorukardahan/domain-search-mcp](https://github.com/dorukardahan/domain-search-mcp) ๐ โ๏ธ - Fast domain availability aggregator with pricing. Checks Porkbun, Namecheap, GoDaddy, RDAP & WHOIS. Includes bulk search, registrar comparison, AI-powered suggestions, and social media handle checking.
- [mikusnuz/gsc-mcp](https://github.com/mikusnuz/gsc-mcp) [](https://glama.ai/mcp/servers/mikusnuz/gsc-mcp) ๐ โ๏ธ - MCP server for Google Search Console & Indexing API โ 13 tools for search analytics, sitemaps, URL inspection, and batch indexing.
- [oso95/domain-suite-mcp](https://github.com/oso95/domain-suite-mcp) [](https://glama.ai/mcp/servers/oso95/domain-suite-mcp) ๐ ๐ - Full domain lifecycle management: availability checking (zero config), registration, DNS, SSL, email auth (SPF/DKIM/DMARC), and WHOIS across Porkbun, Namecheap, GoDaddy, and Cloudflare. 21 tools.
+- [pepabo/muumuu-domain-mcp](https://github.com/pepabo/muumuu-domain-mcp) [](https://glama.ai/mcp/servers/pepabo/muumuu-domain-mcp) ๐๏ธ โ๏ธ - Official remote MCP server for Muumuu Domain (GMO Pepabo). Search and register domains, manage owned domains and contracts, and configure DNS records via natural language.
- [Dumpling-AI/mcp-server-dumplingai](https://github.com/Dumpling-AI/mcp-server-dumplingai) ๐๏ธ ๐ โ๏ธ - Access data, web scraping, and document conversion APIs by [Dumpling AI](https://www.dumplingai.com/)
- [ekas-io/open-sales-stack](https://github.com/ekas-io/open-sales-stack) [](https://glama.ai/mcp/servers/ekas-io/open-sales-stack) ๐ โ๏ธ ๐ ๐ ๐ง - Collection of B2B sales intelligence MCP servers. Includes website analysis, tech stack detection, hiring signals, review aggregation, ad tracking, social profiles, financial reporting and more for AI-powered prospecting by [Ekas](https://ekas.io/)
- [emicklei/melrose-mcp](https://github.com/emicklei/melrose-mcp) ๐๏ธ ๐ - Plays [Melrลse](https://melrลse.org) music expressions as MIDI
- [echology-io/decompose](https://github.com/echology-io/decompose) ๐ ๐ ๐ ๐ช ๐ง - Decompose text into classified semantic units with authority, risk, attention scores, and entity extraction. No LLM. Deterministic. Works as MCP server or CLI.
- [erithwik/mcp-hn](https://github.com/erithwik/mcp-hn) ๐ โ๏ธ - An MCP server to search Hacker News, get top stories, and more.
+- [echojobsio/jdl-mcp-server](https://github.com/echojobsio/jdl-mcp-server) [](https://glama.ai/mcp/servers/echojobsio/jdl-mcp-server) ๐ โ๏ธ - Search 1M+ enriched job listings from 20,000+ companies. Filter by skills, salary, location, seniority, remote type, and more. Free โ 500 calls/day, no signup required. Also available as a remote MCP server at `https://mcp.jobdatalake.com`.
- [exa-labs/exa-mcp-server](https://github.com/exa-labs/exa-mcp-server) ๐๏ธ ๐ โ๏ธ โ A Model Context Protocol (MCP) server lets AI assistants like Claude use the Exa AI Search API for web searches. This setup allows AI models to get real-time web information in a safe and controlled way.
- [fatwang2/search1api-mcp](https://github.com/fatwang2/search1api-mcp) ๐ โ๏ธ - Search via search1api (requires paid API key)
- [KyuRish/fiverr-mcp-server](https://github.com/KyuRish/fiverr-mcp-server) [](https://glama.ai/mcp/servers/KyuRish/fiverr-mcp-server) ๐ โ๏ธ - Search Fiverr gigs, view seller profiles, compare pricing packages, and read reviews. No API key required.
@@ -1845,6 +2007,7 @@ Tools for conducting research, surveys, interviews, and data collection.
- [giskard09/giskard-search](https://github.com/giskard09/giskard-search) [](https://glama.ai/mcp/servers/giskard09/giskard-search) ๐ ๐ - Pay-per-use semantic web search for AI agents. Powered by SearxNG, agents pay in sats via Lightning Network micropayments โ no API keys required. Self-hosted with phoenixd.
- [genomoncology/biomcp](https://github.com/genomoncology/biomcp) ๐ โ๏ธ - Biomedical research server providing access to PubMed, ClinicalTrials.gov, and MyVariant.info.
- [gregm711/agent-domain-service-mcp](https://github.com/gregm711/agent-domain-service-mcp) ๐ โ๏ธ - AI-powered domain brainstorming, analysis, and availability checking via AgentDomainService.com. Generate creative domain names from descriptions, get AI scoring for brandability/memorability, and check real-time availability with pricing. No API keys required.
+- [HasData/hasdata-mcp](https://github.com/HasData/hasdata-mcp) [](https://glama.ai/mcp/servers/HasData/hasdata-mcp) ๐ โ๏ธ - Remote MCP server providing structured data APIs for Google (Search, Maps, Trends, Flights), Amazon, Airbnb, Zillow, Yelp, and more. 40+ tools returns clean JSON data instead of browser automation or raw HTML scraping. Designed for AI agents requiring reliable hosted data access.
- [hbg/mcp-paperswithcode](https://github.com/hbg/mcp-paperswithcode) - ๐ โ๏ธ MCP to search through PapersWithCode API
- [hellokaton/unsplash-mcp-server](https://github.com/hellokaton/unsplash-mcp-server)) ๐ โ๏ธ - A MCP server for Unsplash image search.
- [Himalayas-App/himalayas-mcp](https://github.com/Himalayas-App/himalayas-mcp) ๐ โ๏ธ - Access tens of thousands of remote job listings and company information. This public MCP server provides real-time access to Himalayas' remote jobs database.
@@ -1884,11 +2047,13 @@ Tools for conducting research, surveys, interviews, and data collection.
- [nyxn-ai/NyxDocs](https://github.com/nyxn-ai/NyxDocs) ๐ โ๏ธ ๐ - Specialized MCP server for cryptocurrency project documentation management with multi-blockchain support (Ethereum, BSC, Polygon, Solana).
- [OctagonAI/octagon-deep-research-mcp](https://github.com/OctagonAI/octagon-deep-research-mcp) ๐๏ธ ๐ โ๏ธ ๐ - Lightning-Fast, High-Accuracy Deep Research Agent
- [olostep/olostep-mcp-server](https://github.com/olostep/olostep-mcp-server) ๐ โ๏ธ - API to search, extract and structure web data. Web scraping, AI-powered answers with citations, batch processing (10k URLs), and autonomous site crawling.
+- [omniologynow-rgb/scout-intel-mcp](https://github.com/omniologynow-rgb/scout-intel-mcp) [](https://glama.ai/mcp/servers/omniologynow-rgb/scout-intel-mcp) ๐ โ๏ธ - Web intelligence MCP server for AI agents. 7 tools for SERP analysis, competitor research, market trends, content gap analysis, keyword insights, audience discovery, and citation tracking. Install via `pip install scout-intel-mcp`.
- [opendatalab/MinerU-Ecosystem](https://github.com/opendatalab/MinerU-Ecosystem/tree/main/mcp) [](https://glama.ai/mcp/servers/opendatalab/MinerU-Ecosystem) ๐๏ธ ๐ ๐ โ๏ธ - Official MinerU document parsing MCP ([mineru-open-mcp](https://pypi.org/project/mineru-open-mcp/) on PyPI). Converts PDFs, doc/docx/ppt/pptx, images, and spreadsheets to Markdown via the [MinerU](https://mineru.net) API; free Flash mode without an API key (about 20 pages per file); optional `MINERU_API_TOKEN` for higher limits.
- [NameetP/pdfmux](https://github.com/NameetP/pdfmux) [](https://glama.ai/mcp/servers/NameetP/pdfmux) ๐ ๐ - PDF extraction router with built-in MCP server. Classifies each page (digital, scanned, tables) and routes to the best backend (PyMuPDF, Docling, OCR, or optional LLM fallback). Per-page confidence scoring flags low-quality pages and auto-reextracts them โ prevents silent RAG failures. Zero config: `pip install pdfmux`. MIT licensed.
- [parallel-web/search-mcp](https://github.com/parallel-web/search-mcp) โ๏ธ ๐ - Highest Accuracy Web Search for AI
- [FayAndXan/spectrawl](https://github.com/FayAndXan/spectrawl) [](https://glama.ai/mcp/servers/FayAndXan/spectrawl) ๐ ๐ - Unified web layer for AI agents. Search (8 engines), stealth browse, cookie auth, and act on 24 platforms. 5,000 free searches/month via Gemini Grounded Search.
- [parallel-web/task-mcp](https://github.com/parallel-web/task-mcp) โ๏ธ ๐ - Highest Accuracy Deep Research and Batch Tasks MCP
+- [paulieb89/govuk-mcp](https://github.com/paulieb89/govuk-mcp) [](https://glama.ai/mcp/servers/paulieb89/govuk-mcp) ๐ โ๏ธ - Search GOV.UK content, retrieve full government pages, look up organisations, and resolve UK postcodes to local authorities. 5 read-only tools, no API keys required.
- [Pearch-ai/mcp_pearch](https://github.com/Pearch-ai/mcp_pearch) ๐๏ธ ๐ โ๏ธ - Best people search engine that reduces the time spent on talent discovery
- [peter-j-thompson/semanticapi-mcp](https://github.com/peter-j-thompson/semanticapi-mcp) ๐ โ๏ธ - Natural language API discovery โ search 700+ API capabilities, get endpoints, auth setup, and code snippets. Supports auto-discovery of new APIs.
- [pragmar/mcp-server-webcrawl](https://github.com/pragmar/mcp-server-webcrawl) ๐ ๐ - Advanced search and retrieval for web crawler data. Supports WARC, wget, Katana, SiteOne, and InterroBot crawlers.
@@ -1897,7 +2062,9 @@ Tools for conducting research, surveys, interviews, and data collection.
- [r-huijts/opentk-mcp](https://github.com/r-huijts/opentk-mcp) ๐ โ๏ธ - Access Dutch Parliament (Tweede Kamer) information including documents, debates, activities, and legislative cases through structured search capabilities (based on opentk project by Bert Hubert)
- [reading-plus-ai/mcp-server-deep-research](https://github.com/reading-plus-ai/mcp-server-deep-research) ๐ โ๏ธ - MCP server providing OpenAI/Perplexity-like autonomous deep research, structured query elaboration, and concise reporting.
- [ricocf/mcp-wolframalpha](https://github.com/ricocf/mcp-wolframalpha) ๐ ๐ โ๏ธ - An MCP server lets AI assistants use the Wolfram Alpha API for real-time access to computational knowledge and data.
+- [rubenayla/partle-mcp](https://github.com/rubenayla/partle-mcp) [](https://glama.ai/mcp/servers/@rubenayla/partle) ๐ โ๏ธ - Search products and stores in nearby physical stores. Find what you need locally instead of waiting for delivery. Remote MCP server (Streamable HTTP, no API key required).
- [sascharo/gxtract](https://github.com/sascharo/gxtract) ๐ โ๏ธ ๐ช ๐ง ๐ - GXtract is a MCP server designed to integrate with VS Code and other compatible editors. It provides a suite of tools for interacting with the GroundX platform, enabling you to leverage its powerful document understanding capabilities directly within your development environment.
+- [bartonguestier1725-collab/scout-mcp](https://github.com/bartonguestier1725-collab/scout-mcp) [](https://glama.ai/mcp/servers/bartonguestier1725-collab/scout-mcp) ๐ ๐ โ๏ธ ๐ ๐ช ๐ง - Multi-source search across code registries (GitHub, npm, PyPI), academic indexes (arXiv, Semantic Scholar), social platforms (HN, Reddit, X), and community blogs (Dev.to, Hashnode, Qiita, Zenn). Parallel fetch with structured JSON output. `npx -y scout-cli`.
- [scrapeless-ai/scrapeless-mcp-server](https://github.com/scrapeless-ai/scrapeless-mcp-server) ๐ โ๏ธ - The Scrapeless Model Context Protocol service acts as an MCP server connector to the Google SERP API, enabling web search within the MCP ecosystem without leaving it.
- [scraperapi/scraperapi-mcp](https://github.com/scraperapi/scraperapi-mcp) [](https://glama.ai/mcp/servers/scraperapi/scraperapi-mcp) ๐ โ๏ธ - MCP server for ScraperAPI web scraping with JavaScript rendering, geotargeting, premium proxies, and auto-parsing support.
- [scrapercity/scrapercity-cli](https://github.com/scrapercity/scrapercity-cli) [](https://glama.ai/mcp/servers/scrapercity/scrapercity-cli) ๐ โ๏ธ - B2B lead generation with 20+ tools including Apollo, Google Maps, email finder, email validator, mobile finder, skip trace, and ecommerce store data.
@@ -1907,10 +2074,12 @@ Tools for conducting research, surveys, interviews, and data collection.
- [serkan-ozal/driflyte-mcp-server](https://github.com/serkan-ozal/driflyte-mcp-server) ๐๏ธ ๐ โ๏ธ ๐ - The Driflyte MCP Server exposes tools that allow AI assistants to query and retrieve topic-specific knowledge from recursively crawled and indexed web pages.
- [serpapi/serpapi-mcp](https://github.com/serpapi/serpapi-mcp) ๐ โ๏ธ ๐ ๐ ๐ช ๐ง - SerpApi MCP Server for Google and other search engine results. Provides multi-engine search across Google, Bing, Yahoo, DuckDuckGo, YouTube, eBay, and more with real-time weather data, stock market information, and flexible JSON response modes.
- [shopsavvy/shopsavvy-mcp-server](https://github.com/shopsavvy/shopsavvy-mcp-server) ๐๏ธ ๐ โ๏ธ - Complete product and pricing data solution for AI assistants. Search for products by barcode/ASIN/URL, access detailed product metadata, access comprehensive pricing data from thousands of retailers, view and track price history, and more.
+- [sifter-ai/sifter](https://github.com/sifter-ai/sifter) [](https://glama.ai/mcp/servers/sifter-ai/sifter) ๐ ๐ โ๏ธ - Structure any document, query it like a database. Open-source extraction engine that turns any document into typed, schema-defined records, queryable in natural language from Claude, ChatGPT, Gemini, or any MCP client.
- [softvoyagers/linkmeta-api](https://github.com/softvoyagers/linkmeta-api) ๐ โ๏ธ - Free URL metadata extraction API (Open Graph, Twitter Cards, favicons, JSON-LD). No API key required.
- [ssatama/rescuedogs-mcp-server](https://github.com/ssatama/rescuedogs-mcp-server) ๐ โ๏ธ - Search and discover rescue dogs from European and UK organizations with AI-powered personality matching and detailed profiles.
- [StripFeed/mcp-server](https://github.com/StripFeed/mcp-server) [](https://glama.ai/mcp/servers/@StripFeed/stripfeed-mcp-server) ๐ โ๏ธ - Convert any URL to clean, token-efficient Markdown for AI agents. API-backed extraction with token counting, CSS selector support, and configurable caching via [StripFeed](https://www.stripfeed.dev).
- [takashiishida/arxiv-latex-mcp](https://github.com/takashiishida/arxiv-latex-mcp) ๐ โ๏ธ - 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) ๐ โ๏ธ - Schema-validated document extraction with searchable workspace memory. Extract structured fields from PDFs, scans, images, and forms; AI agents can also search, filter, and query past extractions.
- [the0807/GeekNews-MCP-Server](https://github.com/the0807/GeekNews-MCP-Server) ๐ โ๏ธ - An MCP Server that retrieves and processes news data from the GeekNews site.
- [MarcinDudekDev/the-data-collector](https://github.com/MarcinDudekDev/the-data-collector) [](https://glama.ai/mcp/servers/MarcinDudekDev/crypto-signals-mcp) ๐ โ๏ธ - MCP server for scraping Hacker News, Bluesky, and Substack with x402 micropayment support. Tools: hn_search, bluesky_search, substack_search. $0.05/call via USDC on Base.
- [theagenttimes/tat-mcp-server](https://github.com/theagenttimes/tat-mcp-server) ๐ โ๏ธ - Query articles, verified statistics, wire feed, and social tools from [The Agent Times](https://theagenttimes.com), the AI-native newspaper covering the agent economy. 13 tools including search, comments, citations, and agent leaderboards. No API key required.
@@ -1932,12 +2101,14 @@ Tools for conducting research, surveys, interviews, and data collection.
### ๐ Security
+- [alexfleetcommander/agent-trust-stack-mcp](https://github.com/alexfleetcommander/agent-trust-stack-mcp) [](https://glama.ai/mcp/servers/alexfleetcommander/agent-trust-stack-mcp) ๐ ๐ โ๏ธ ๐ ๐ ๐ช ๐ง - Cryptographic provenance, bilateral blind reputation scoring, and tamper-evident logging for AI agent interactions. 7 interlocking trust protocols (CoC, ARP, ASA, AJP, ALP, AMP, CWEP) available in Python (pip) and TypeScript (npm). 663 tests. Bitcoin-anchored provenance chains, anti-Goodhart reputation scoring, machine-readable contracts, dispute resolution, lifecycle management, trust-weighted matchmaking, and context-window cost allocation. Also on [Smithery](https://smithery.ai/server/@alexfleetcommander/agent-trust-stack-mcp) and [PyPI](https://pypi.org/project/agent-trust-stack-mcp/).
- [123Ergo/unphurl-mcp](https://github.com/123Ergo/unphurl-mcp) [](https://glama.ai/mcp/servers/123Ergo/unphurl-mcp) ๐ โ๏ธ - URL intelligence for AI agents. 13 tools for security signals and data quality: redirect behaviour, brand impersonation detection, domain age, SSL validation, parked detection, URL structural analysis, DNS enrichment.
- [13bm/GhidraMCP](https://github.com/13bm/GhidraMCP) ๐ โ ๐ - MCP server for integrating Ghidra with AI assistants. This plugin enables binary analysis, providing tools for function inspection, decompilation, memory exploration, and import/export analysis via the Model Context Protocol.
- [82ch/MCP-Dandan](https://github.com/82ch/MCP-Dandan) ๐ ๐ ๐ ๐ ๐ช ๐ง - Real-time security framework for MCP servers that detects and blocks malicious AI agent behavior by analyzing tool call patterns and intent across multiple threat detection engines.
- [MARUCIE/authbox](https://github.com/MARUCIE/authbox) [](https://glama.ai/mcp/servers/MARUCIE/authbox) ๐ ๐๏ธ ๐ ๐ ๐ช ๐ง - Zero-knowledge password manager with MCP credential gateway. BIP-39 seed phrase recovery, deterministic passwords, policy-gated AI agent access (scope, rate limits, time windows, step-up approval), 70+ API key providers, and hash-chain audit trail. Go + Next.js + TypeScript.
- [Acacian/aegis](https://github.com/Acacian/aegis) [](https://glama.ai/mcp/servers/Acacian/aegis) ๐ ๐ ๐ ๐ช ๐ง - Policy-based governance for AI agent tool calls. YAML policies, approval gates, risk assessment, and audit logging. Cross-platform: LangChain, OpenAI, Anthropic, MCP.
- [adeptus-innovatio/solvitor-mcp](https://github.com/Adeptus-Innovatio/solvitor-mcp) ๐ฆ ๐ ย - Solvitor MCP server provides tools to access reverse engineering tools that help developers extract IDL files from closed-source Solana smart contracts and decompile them.
+- [KOVY/agentforge-trust-mcp](https://github.com/KOVY/agentforge-trust-mcp) [](https://glama.ai/mcp/servers/KOVY/agentforge-trust-mcp) ๐ โ๏ธ - Query the AgentForge Trust Score (0-100 across five dimensions: security, code health, behavioral audit, community trust, EU compliance) for any MCP server before connecting. Exposes `check_trust`, `evaluate_policy`, `list_trusted`, and `recommend` tools. 3,600+ servers audited, free public API.
- [agentgraph-co/agentgraph](https://github.com/agentgraph-co/agentgraph) [](https://glama.ai/mcp/servers/agentgraph-co/agentgraph) ๐ โ๏ธ ๐ ๐ช ๐ง - Trust verification and security scanning for AI agents. Checks security posture of third-party MCP servers and tools with signed attestations (Ed25519/JWS) before interaction.
- [arian-gogani/nobulex](https://github.com/arian-gogani/nobulex) [](https://glama.ai/mcp/servers/arian-gogani/nobulex) ๐ ๐ ๐ ๐ช ๐ง - Proof-of-behavior enforcement for AI agents. Define behavioral covenant rules (permit/forbid/require), enforce at runtime before execution, get SHA-256 hash-chained tamper-evident audit logs, and verify compliance independently. Cross-agent verification handshake โ no proof, no transaction. MIT licensed, 4,244 tests.
- [agentward-ai/agentward](https://github.com/agentward-ai/agentward) [](https://glama.ai/mcp/servers/agentward-ai/agent-ward) ๐ ๐ ๐ ๐ช ๐ง - Permission control plane for AI agents. MCP proxy that enforces least-privilege YAML policies on every tool call, classifies sensitive data (PII/PHI), detects dangerous skill chains, and generates compliance audit trails. Supports stdio and HTTP proxy modes.
@@ -1977,9 +2148,11 @@ Tools for conducting research, surveys, interviews, and data collection.
- [gbrigandi/mcp-server-wazuh](https://github.com/gbrigandi/mcp-server-wazuh) ๐ฆ ๐ ๐จ ๐ ๐ช ๐ง - A Rust-based MCP server bridging Wazuh SIEM with AI assistants, providing real-time security alerts and event data for enhanced contextual understanding.
- [getaegis/aegis](https://github.com/getaegis/aegis) [](https://glama.ai/mcp/servers/getaegis/aegis) ๐ ๐ ๐ ๐ช ๐ง - Credential isolation proxy for AI agents. Injects secrets at the network boundary with domain restrictions, agent authentication, and audit logging. No SDK required โ works as a transparent HTTP proxy or MCP server.
- [knowledgepa3/gia-mcp-server](https://github.com/knowledgepa3/gia-mcp-server) ๐ โ๏ธ ๐ ๐ช ๐ง - Enterprise AI governance layer with 29 tools: MAI decision classification (Mandatory/Advisory/Informational), hash-chained forensic audit trails, human-in-the-loop gates, compliance mapping (NIST AI RMF, EU AI Act, ISO 42001), governed memory packs, and site reliability tools.
+- [Kzino/vorim-mcp-server](https://github.com/Kzino/vorim-mcp-server) [](https://glama.ai/mcp/servers/Kzino/vorim-mcp-server) ๐ โ๏ธ ๐ ๐ช ๐ง - AI agent identity, trust, and audit trail infrastructure. 17 MCP tools: register agents with Ed25519 keypairs, check permissions (sub-5ms), emit tamper-evident audit events, verify trust scores (0-100), delegate credentials, and manage ephemeral agents. IETF Internet-Draft filed (draft-vorim-vaip-00). Works with LangChain, OpenAI, CrewAI, Stripe ACP, and 4 more frameworks. `npx @vorim/mcp-server`.
- [girste/mcp-cybersec-watchdog](https://github.com/girste/mcp-cybersec-watchdog) ๐ ๐ ๐ง - Comprehensive Linux server security audit with 89 CIS Benchmark controls, NIST 800-53, and PCI-DSS compliance checks. Real-time monitoring with anomaly detection across 23 analyzers: firewall, SSH, fail2ban, Docker, CVE, rootkit, SSL/TLS, filesystem, network, and more.
- [gridinsoft/mcp-inspector](https://github.com/gridinsoft/mcp-inspector) ๐ โ๏ธ ๐ ๐ช ๐ง - MCP server for domain and URL security analysis powered by GridinSoft Inspector, enabling AI agents to verify website and link safety.
-- [goklab/guardvibe](https://github.com/goklab/guardvibe) ๐ ๐ ๐ ๐ช ๐ง - Security MCP for vibe coding with 330 rules and 29 tools. Purpose-built for AI-generated code โ scans Next.js, Supabase, Clerk, Stripe, Prisma, Hono, GraphQL, and 25+ modules. Cross-file taint analysis, host security audit, auto-fix, SARIF export, pre-commit hook, and CVE version detection. Zero config, runs locally.
+- [goklab/guardvibe](https://github.com/goklab/guardvibe) [](https://glama.ai/mcp/servers/goklab/guardvibe) ๐ ๐ ๐ ๐ช ๐ง - Security MCP for vibe coding with 330 rules and 29 tools. Purpose-built for AI-generated code โ scans Next.js, Supabase, Clerk, Stripe, Prisma, Hono, GraphQL, and 25+ modules. Cross-file taint analysis, host security audit, auto-fix, SARIF export, pre-commit hook, and CVE version detection. Zero config, runs locally.
+- [ARKALDA/hejdar-mcp](https://github.com/ARKALDA/hejdar-mcp) [](https://glama.ai/mcp/servers/ARKALDA/hejdar-mcp) ๐ โ๏ธ - Runtime policy enforcement for AI agents. Evaluate actions against organization policies before execution, with observe and enforce modes.
- [goldmembrane/cleaner-code](https://github.com/goldmembrane/cleaner-code) [](https://glama.ai/mcp/servers/goldmembrane/cleaner-code) ๐ ๐ ๐ ๐ช ๐ง - AI code security scanner MCP server. Detects 9 categories of threats in AI-generated code (invisible Unicode, Trojan Source, homoglyphs, Glassworm steganography, rules file backdoors, dependency typosquatting, obfuscation) using static analysis plus CodeBERT deep learning. Runs locally, free tier.
- [HaroldFinchIFT/vuln-nist-mcp-server](https://github.com/HaroldFinchIFT/vuln-nist-mcp-server) ๐ โ๏ธ๏ธ ๐ ๐ช ๐ง - A Model Context Protocol (MCP) server for querying NIST National Vulnerability Database (NVD) API endpoints.
- [hieutran/entraid-mcp-server](https://github.com/hieuttmmo/entraid-mcp-server) ๐ โ๏ธ - A MCP server for Microsoft Entra ID (Azure AD) directory, user, group, device, sign-in, and security operations via Microsoft Graph Python SDK.
@@ -1991,6 +2164,7 @@ Tools for conducting research, surveys, interviews, and data collection.
- [jaspertvdm/mcp-server-inject-bender](https://github.com/jaspertvdm/mcp-server-inject-bender) ๐ โ๏ธ ๐ - Security through absurdity: transforms SQL injection and XSS attempts into harmless comedy responses using AI-powered humor defense.
- [joergmichno/clawguard-mcp](https://github.com/joergmichno/clawguard-mcp) [](https://glama.ai/mcp/servers/joergmichno/clawguard-mcp) ๐ ๐ - Security scanner for AI agents that detects prompt injections using 42+ regex patterns
- [jnMetaCode/shellward](https://github.com/jnMetaCode/shellward) [](https://glama.ai/mcp/servers/jnMetaCode/shellward) ๐ ๐ ๐ ๐ช ๐ง - AI Agent Security Middleware & MCP Server with 8-layer defense including prompt injection detection, DLP data flow tracking, command blocking, and PII detection. 7 MCP tools, zero dependencies.
+- [JoeyBrar/agentseal-mcp](https://github.com/JoeyBrar/agentseal-mcp) [](https://glama.ai/mcp/servers/JoeyBrar/agentseal-mcp) ๐ ๐ - Action logs for AI agents. Records every agent action in a SHA-256 hash chain, making an audit trail. Install via `npx agentseal-mcp`.
- [jtang613/GhidrAssistMCP](https://github.com/jtang613/GhidrAssistMCP) โ ๐ - A native Model Context Protocol server for Ghidra. Includes GUI configuration and logging, 31 powerful tools and no external dependencies.
- [jyjune/mcp_vms](https://github.com/jyjune/mcp_vms) ๐ ๐ ๐ช - A Model Context Protocol (MCP) server designed to connect to a CCTV recording program (VMS) to retrieve recorded and live video streams. It also provides tools to control the VMS software, such as showing live or playback dialogs for specific channels at specified times.
- [juanisidoro/securecode-mcp](https://github.com/juanisidoro/securecode-mcp) [](https://glama.ai/mcp/servers/juanisidoro/securecode-mcp) ๐ โ๏ธ ๐ ๐ช ๐ง - Secrets vault for Claude Code with audit logs, MCP access rules, and AES-256 encryption. Secrets are injected to local files so the AI never sees raw values. Includes session lock, device approval, and per-model access policies.
@@ -2017,18 +2191,24 @@ Tools for conducting research, surveys, interviews, and data collection.
- [sanyambassi/ciphertrust-manager-mcp-server](https://github.com/sanyambassi/ciphertrust-manager-mcp-server) ๐ โ๏ธ ๐ ๐ง ๐ช - MCP server for Thales CipherTrust Manager integration, enabling secure key management, cryptographic operations, and compliance monitoring through AI assistants.
- [sanyambassi/thales-cdsp-cakm-mcp-server](https://github.com/sanyambassi/thales-cdsp-cakm-mcp-server) ๐ โ๏ธ ๐ ๐ง ๐ช - MCP server for Thales CDSP CAKM integration, enabling secure key management, cryptographic operations, and compliance monitoring through AI assistants for Ms SQL and Oracle Databases.
- [sanyambassi/thales-cdsp-crdp-mcp-server](https://github.com/sanyambassi/thales-cdsp-crdp-mcp-server) ๐ โ๏ธ ๐ ๐ง ๐ช - MCP server for Thales CipherTrust Manager RestFul Data Protection service.
+- [scamverifyai/scamverify-mcp](https://github.com/scamverifyai/scamverify-mcp) [](https://glama.ai/mcp/servers/scamverifyai/scamverify-mcp) ๐ โ๏ธ - AI-powered scam and threat verification MCP server. Check phone numbers, URLs, text messages, emails, documents, and QR codes against 8M+ threat intelligence records (FTC/FCC complaints, carrier analysis, URLhaus, ThreatFox). Returns risk scores, verdicts, and detailed signals. 10 tools, OAuth 2.1 + API key auth, Streamable HTTP transport.
+- [Thezenmonster/agentscore-mcp-server](https://github.com/Thezenmonster/agentscore-mcp-server) [](https://glama.ai/mcp/servers/Thezenmonster/agentscore-mcp-server) ๐ โ๏ธ ๐ ๐ช ๐ง - MCP security trust layer. Continuously monitors 800+ MCP packages on npm for install scripts, command injection, hardcoded secrets, capability drift, and publisher posture. Ships a GitHub Action policy gate for PR-level allow/warn/block decisions with OIDC auto-provisioning. 5 MCP tools, no API key required.
- [tomjwxf/scopeblind-gateway](https://github.com/tomjwxf/scopeblind-gateway) [](https://glama.ai/mcp/servers/tomjwxf/scopeblind-gateway) ๐ ๐ โ Security gateway that wraps any MCP server with per-tool policies, approval gates, and optional Ed25519-signed receipts. Shadow mode logs every tool call; enforce mode blocks, rate-limits, or requires approval.
- [securityfortech/secops-mcp](https://github.com/securityfortech/secops-mcp) ๐ ๐ - All-in-one security testing toolbox that brings together popular open source tools through a single MCP interface. Connected to an AI agent, it enables tasks like pentesting, bug bounty hunting, threat hunting, and more.
- [semgrep/mcp](https://github.com/semgrep/mcp) ๐ โ๏ธ Allow AI agents to scan code for security vulnerabilites using [Semgrep](https://semgrep.dev).
- [GUCCI-atlasv/skillssafe-mcp](https://github.com/GUCCI-atlasv/skillssafe-mcp) [](https://glama.ai/mcp/servers/dneiil7zph) ๐ โ๏ธ - Free AI agent skill security scanner. Scan SKILL.md, MCP configs, and system prompts for credential theft, prompt injection, zero-width character attacks, and ClawHavoc indicators. Supports OpenClaw, Claude Code, Cursor, and Codex. No signup required.
- [slouchd/cyberchef-api-mcp-server](https://github.com/slouchd/cyberchef-api-mcp-server) ๐ โ๏ธ - MCP server for interacting with the CyberChef server API which will allow an MCP client to utilise the CyberChef operations.
- [sidclawhq/platform](https://github.com/sidclawhq/platform) [](https://glama.ai/mcp/servers/sidclawhq/platform) ๐ ๐ โ๏ธ ๐ ๐ช ๐ง - Governance proxy for MCP servers. Wraps any upstream server with policy evaluation, human approval workflows, and hash-chain audit trails. 18+ framework integrations. Apache 2.0 SDK.
+- [sint-ai/sint-protocol](https://github.com/sint-ai/sint-protocol) [](https://glama.ai/mcp/servers/sint-ai/sint-protocol) ๐ ๐ ๐ ๐ช ๐ง - Security-first MCP governance proxy (`sint-mcp`) with capability tokens, T0-T3 approval tiers, fail-closed execution, and tamper-evident audit receipts. Includes a separate `sint-scan` CLI for preflight MCP tool-risk audits.
- [snyk/studio-mcp](https://github.com/snyk/studio-mcp) ๐๏ธ ๐ โ๏ธ ๐ ๐ช ๐ง - Embeds Snyk's security engines into agentic workflows. Secures AI-generated code in real-time and accelerates the fixing vulnerability backlogs.
- [StacklokLabs/osv-mcp](https://github.com/StacklokLabs/osv-mcp) ๐๏ธ โ๏ธ - Access the OSV (Open Source Vulnerabilities) database for vulnerability information. Query vulnerabilities by package version or commit, batch query multiple packages, and get detailed vulnerability information by ID.
+- [velvetway/minreestr-mcp](https://github.com/velvetway/minreestr-mcp) [](https://glama.ai/mcp/servers/velvetway/minreestr-mcp) ๐ โ๏ธ ๐ ๐ช ๐ง - Search ะบะฐัะฐะปะพะณะฟะพ.ัั (Russian software registry, 26k+ products) for import-substitution and ะคะกะขะญะ/ะคะกะ-certified software discovery. Three tools: full-text search, manufacturer listing, featured products. Ideal for Russian security/compliance teams (152-ะคะ, 187-ะคะ) using Claude.
- [vespo92/OPNSenseMCP](https://github.com/vespo92/OPNSenseMCP) ๐ ๐ - MCP Server for managing & interacting with Open Source NGFW OPNSense via Natural Language
+- [wei9072/aegis](https://github.com/wei9072/aegis) [](https://glama.ai/mcp/servers/wei9072/aegis) ๐ฆ ๐ ๐ ๐ช ๐ง - AI-agent admission-control MCP server: validates file edits against Ring 0 syntax + Ring 0.5 structural-cost regression + workspace boundary (path / glob / shell-redirect / symlink). Negative-space framing โ emits BLOCK / WARN / PASS verdicts, never coaches the agent.
- [zboralski/ida-headless-mcp](https://github.com/zboralski/ida-headless-mcp) ๐๏ธ ๐ ๐ ๐ ๐ช ๐ง - Headless IDA Pro binary analysis via MCP. Multi-session concurrency with Go orchestration and Python workers. Supports Il2CppDumper and Blutter metadata import for Unity and Flutter reverse engineering.
- [zinja-coder/apktool-mcp-server](https://github.com/zinja-coder/apktool-mcp-server) ๐ ๐ - APKTool MCP Server is a MCP server for the Apk Tool to provide automation in reverse engineering of Android APKs.
- [takleb3rry/zitadel-mcp](https://github.com/takleb3rry/zitadel-mcp) ๐ โ๏ธ ๐ - MCP server for Zitadel identity management โ manage users, projects, OIDC apps, roles, and service accounts through natural language.
+- [taniwhaai/arai](https://github.com/taniwhaai/arai) [](https://glama.ai/mcp/servers/taniwhaai/arai) ๐ฆ ๐ ๐ ๐ช ๐ง - Policy enforcement for AI coding agents derived from existing instruction files (CLAUDE.md, .cursorrules, .windsurfrules, .github/copilot-instructions.md) โ no separate YAML to maintain. Rules with prohibitive predicates (`never`, `forbids`, `must_not`) emit `permissionDecision: deny` to block tool calls in Claude Code; advisory rules inject context. PostToolUse is correlated with PreToolUse to produce per-rule obeyed/ignored compliance verdicts in a local JSONL audit log. MCP tools โ `arai_add_guard` (register rules mid-session), `arai_list_guards`, `arai_recent_decisions` โ work in any MCP client (Claude Desktop, Cursor, Windsurf, Cline). No network on the hook hot path; opt-out anonymous telemetry.
- [toan203/osv-ui](https://github.com/toan203/osv-ui) [](https://glama.ai/mcp/servers/toan203/osv-ui) ๐ ๐ ๐ ๐ช ๐ง - Visual CVE audit dashboard for npm, Python, Go, and Rust. Scan from Claude/Cursor, opens a browser UI for human review (human-in-the-loop), applies fixes with explicit confirmation. Powered by OSV.dev.
- [ScopeBlind/verify-mcp](https://github.com/ScopeBlind/verify-mcp) [](https://glama.ai/mcp/servers/ScopeBlind/verify-mcp) ๐ ๐ ๐ ๐ช ๐ง - Offline verification of signed artifacts -- receipts, manifests, audit bundles. Ed25519 + JCS. No accounts, no API calls. Apache-2.0.
- [zinja-coder/jadx-ai-mcp](https://github.com/zinja-coder/jadx-ai-mcp) โ ๐ - JADX-AI-MCP is a plugin and MCP Server for the JADX decompiler that integrates directly with Model Context Protocol (MCP) to provide live reverse engineering support with LLMs like Claude.
@@ -2039,11 +2219,20 @@ Tools for conducting research, surveys, interviews, and data collection.
- [urldna/mcp](https://github.com/urldna/mcp) [](https://glama.ai/mcp/servers/urldna/mcp) ๐ โ๏ธ ๐ ๐ช ๐ง - MCP server for automated URL scanning and forensic phishing triage. Captures full DOM snapshots, network requests, and visual screenshots to identify malicious redirects and infrastructure. Supports historical threat hunting using Custom Query Language (CQL) to map actor patterns across millions of recorded scans.
- [iamredmh/volta-mcp-server](https://github.com/iamredmh/volta-mcp-server) [](https://glama.ai/mcp/servers/iamredmh/volta-mcp-server) ๐ โ๏ธ ๐ ๐ช ๐ง - Burn-after-read encrypted notes for AI agents. Create and read self-destructing notes via Volta Notes with AES-256-GCM E2E encryption โ the decryption key never leaves the URL fragment. Secure credential handoff between users and agents without secrets appearing in chat history.
- [zkproofport/proofport-ai](https://github.com/zkproofport/proofport-ai) [](https://glama.ai/mcp/servers/zkproofport/proofport-ai) ๐ โ๏ธ - Zero-knowledge proof generation MCP server for AI agents. Lets agents prove identity claims (Coinbase KYC, Country, Google OIDC, Google Workspace, Microsoft 365) without revealing personal information. Server-side proving in AWS Nitro Enclave TEE, paid via x402 USDC on Base. Built on Noir circuits (Aztec) and ERC-8004 agent identity. Reference application [OpenStoa](https://github.com/zkproofport/openstoa) won 1st place at The Synthesis Hackathon ("Agents That Keep Secrets" track).
+- [cuttalo/depscope](https://github.com/cuttalo/depscope) [](https://glama.ai/mcp/servers/cuttalo/depscope) ๐ โ๏ธ ๐ - Package Intelligence for AI agents. 22 tools across 17 ecosystems (npm/pypi/cargo/go/maven/nuget/rubygems/composer/pub/hex/swift/cocoapods/cpan/hackage/cran/conda/homebrew) โ check health, vulnerabilities (OSV + CISA KEV + EPSS), typosquats, malicious flags, alternatives, known bugs, breaking changes, stack compatibility and error-to-fix. 31k+ packages, 2.2k+ CVEs enriched. Zero auth, MIT. Remote URL https://mcp.depscope.dev/mcp or stdio `npx depscope-mcp`.
+- [UPinar/contrastapi](https://github.com/UPinar/contrastapi) [](https://glama.ai/mcp/servers/UPinar/contrastapi) ๐ โ๏ธ - Security intelligence API with 31 MCP tools for CVE/EPSS/KEV lookup, domain recon (DNS/WHOIS/SSL/subdomains/CT logs), IOC/threat intel, OSINT (email/phone/username), and code security scanning (secrets, injection). Free 100 req/hr.
+- [vaulted-fyi/vaulted-mcp-server](https://github.com/vaulted-fyi/vaulted-mcp-server) [](https://glama.ai/mcp/servers/vaulted-fyi/vaulted-mcp-server) ๐ ๐ ๐ ๐ช ๐ง - Share encrypted, self-destructing secrets from your AI agent. Zero-knowledge E2E encryption. Agent-blind input sources (env:, file:, dotenv:) keep secrets out of LLM context.
+
+- [mopanc/depguard](https://github.com/mopanc/depguard) [](https://glama.ai/mcp/servers/mopanc/depguard) ๐ ๐ ๐ ๐ช ๐ง - Pre-install guardian for npm packages with static code analysis, supply-chain attack detection, vulnerability audit (npm + GitHub Advisory Database), AI hallucination guard, and CycloneDX 1.6 SBOM generation with VEX. 12 MCP tools. Zero runtime dependencies โ the SBOM serializer is implemented natively against the public CycloneDX schema.
+
+- [shyshlakov/pci-dss-mcp](https://github.com/shyshlakov/pci-dss-mcp) [](https://glama.ai/mcp/servers/shyshlakov/pci-dss-mcp) ๐๏ธ ๐ ๐ ๐ช ๐ง - PCI DSS v4.0.1 static-analysis MCP server for Go payment codebases. 12 scanners detect PAN/CVV exposure, weak crypto, missing audit logs, vulnerable deps, TLS misconfig, auth weaknesses, plus CycloneDX 1.6 SBOM generation - each finding mapped to the exact PCI requirement. AI-assisted triage via triage_findings. Keyless-signed multi-arch Docker image on ghcr.io.
+- [layervai/qurl-mcp](https://github.com/layervai/qurl-mcp) [](https://glama.ai/mcp/servers/layervai/qurl-mcp) ๐ โ๏ธ ๐ ๐ช ๐ง - Mint, resolve, audit, and rotate expiring scope-limited access links (qURLs) for AI agents โ secure URL gateway for the qURL API. 9 tools (create / resolve / list / get / delete / extend / update / mint-link / batch-create), 3 resources, 3 guided prompts. stdio transport, OIDC-attested npm provenance.
### ๐ Social Media
Integration with social media platforms to allow posting, analytics, and interaction management. Enables AI-driven automation for social presence.
+- [06ketan/substack-ops](https://github.com/06ketan/substack-ops) [](https://glama.ai/mcp/servers/06ketan/substack-ops) ๐ ๐ - Substack with **zero AI API keys**. 26 tools (posts, notes, comments, replies, reactions, restacks). Host LLM drafts via `propose_reply` โ `confirm_reply` tokens. SQLite dedup, JSONL audit, dry-run default. Install: `uvx substack-ops mcp install cursor`.
- [anwerj/youtube-uploader-mcp](https://github.com/anwerj/youtube-uploader-mcp) ๐๏ธ โ๏ธ - AIโpowered YouTube uploaderโno CLI, no YouTube Studio. Uploade videos directly from MCP clients with all AI capabilities.
- [arjun1194/insta-mcp](https://github.com/arjun1194/insta-mcp) ๐ ๐ - Instagram MCP server for analytics and insights. Get account overviews, posts, followers, following lists, post insights, and search for users, hashtags, or places.
- [BelleKou/mcp-viral-transformer](https://github.com/BelleKou/mcp-viral-transformer) [](https://glama.ai/mcp/servers/BelleKou/mcp-viral-transformer) ๐ ๐ - Turn URLs into viral posts via "remake" command.
@@ -2052,6 +2241,7 @@ Integration with social media platforms to allow posting, analytics, and interac
- [gwbischof/bluesky-social-mcp](https://github.com/gwbischof/bluesky-social-mcp) ๐ ๐ - An MCP server for interacting with Bluesky via the atproto client.
- [hiroata/meltbook-mcp-server](https://github.com/hiroata/meltbook) ๐ โ๏ธ - MCP server for meltbook, an AI-agent political discussion board. 50 AI agents autonomously post, vote, and debate Japanese politics. 11 tools for thread creation, posting, voting, and monitoring.
- [HagaiHen/facebook-mcp-server](https://github.com/HagaiHen/facebook-mcp-server) ๐ โ๏ธ - Integrates with Facebook Pages to enable direct management of posts, comments, and engagement metrics through the Graph API for streamlined social media management.
+- [jj-cheng25/weixin-articles-mcp](https://github.com/jj-cheng25/weixin-articles-mcp) [](https://glama.ai/mcp/servers/jj-cheng25/weixin-articles-mcp) ๐ โ๏ธ ๐ ๐ช ๐ง - Read WeChat (ๅพฎไฟก) Official Account articles with native multimodal output โ body, images, and video keyframes as MCP content blocks. Handles all three embed types: Tencent Video (yt-dlp keyframes), WeChat-native (mp4 keyframes), Channels/่ง้ขๅท (metadata + cover via public API).
- [jorgenclaw/nostr-mcp-server](https://github.com/jorgenclaw/nostr-mcp-server) [](https://glama.ai/mcp/servers/jorgenclaw/nostr-mcp-server) ๐ โ๏ธ - Lightning-paid Nostr signing MCP server. AI agents pay sats per call to sign and publish Nostr events โ no API keys, just Lightning. Live at https://mcp.jorgenclaw.ai/sse. Tools: nostr_sign_event (2 sats), nostr_publish_event (3 sats).
- [karanb192/reddit-mcp-buddy](https://github.com/karanb192/reddit-mcp-buddy) ๐ ๐ - Browse Reddit posts, search content, and analyze user activity without API keys. Works out-of-the-box with Claude Desktop.
- [king-of-the-grackles/reddit-research-mcp](https://github.com/king-of-the-grackles/reddit-research-mcp) ๐ โ๏ธ - AI-powered Reddit intelligence for market research and competitive analysis. Discover subreddits via semantic search across 20k+ indexed communities, fetch posts/comments with full citations, and manage research feeds. No Reddit API credentials needed.
@@ -2059,21 +2249,25 @@ Integration with social media platforms to allow posting, analytics, and interac
- [macrocosm-os/macrocosmos-mcp](https://github.com/macrocosm-os/macrocosmos-mcp) - ๐๏ธ ๐ โ๏ธ Access real-time X/Reddit/YouTube data directly in your LLM applications with search phrases, users, and date filtering.
- [MarceauSolutions/fitness-influencer-mcp](https://github.com/MarceauSolutions/fitness-influencer-mcp) ๐ ๐ โ๏ธ - Fitness content creator workflow automation - video editing with jump cuts, revenue analytics, and branded content creation
- [mikusnuz/meta-mcp](https://github.com/mikusnuz/meta-mcp) [](https://glama.ai/mcp/servers/mikusnuz/meta-mcp) ๐ โ๏ธ - Full-coverage MCP server for Instagram Graph API v25.0, Threads API & Meta platform โ 57 tools for publishing, comments, insights, hashtags, DMs, and token management.
+- [mobileshop9991-star/clipwise-mcp](https://github.com/mobileshop9991-star/clipwise-mcp) [](https://glama.ai/mcp/servers/@mobileshop9991-star/clipwise-mcp) ๐ โ๏ธ - AI platform for short-form video creators (TikTok, Instagram Reels, YouTube Shorts, Facebook Reels). Three tools โ viral TikTok trend search across 20+ countries, service info, and use-case scenarios for video analysis, competitor research, and content strategy. Install: `npx -y clipwise-mcp-server`. Free plan at tryclipwise.com.
- [peturgeorgievv-factory/postfast-mcp](https://github.com/peturgeorgievv-factory/postfast-mcp) [](https://glama.ai/mcp/servers/peturgeorgievv-factory/postfast-mcp) ๐ โ๏ธ - Schedule and manage social media posts across 10 platforms (Instagram, Facebook, TikTok, X, LinkedIn, YouTube, Threads, Pinterest, Bluesky, Telegram) from any MCP-compatible AI assistant.
- [scrape-badger/scrapebadger-mcp](https://github.com/scrape-badger/scrapebadger-mcp) ๐ โ๏ธ - 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) ๐ โ๏ธ ๐ ๐ ๐ช ๐ง - Connect AI agents to Signal Found's proprietary Reddit outreach network. Find prospects posting about problems your product solves, send personalized DMs at scale via your own Reddit account or a managed bot network of hundreds of accounts, and manage a full outreach CRM โ all without leaving your AI client.
- [sinanefeozler/reddit-summarizer-mcp](https://github.com/sinanefeozler/reddit-summarizer-mcp) ๐ ๐ โ๏ธ - MCP server for summarizing users's Reddit homepage or any subreddit based on posts and comments.
- [bulatko/vk-mcp-server](https://github.com/bulatko/vk-mcp-server) [](https://glama.ai/mcp/servers/bulatko/vk-mcp-server) ๐ โ๏ธ - MCP server for VK (VKontakte) social network API. Access users, walls, groups, friends, newsfeed, photos, and community stats.
- [timkulbaev/mcp-linkedin](https://github.com/timkulbaev/mcp-linkedin) [](https://glama.ai/mcp/servers/timkulbaev/mcp-linkedin) ๐ โ๏ธ - LinkedIn publishing, commenting, and reacting via Unipile API. Dry-run by default, SKILL.md included, CLI-first design for AI automation workflows.
+- [Vovala14/vynly-mcp](https://github.com/Vovala14/vynly-mcp) [](https://glama.ai/mcp/servers/Vovala14/vynly-mcp) ๐ โ๏ธ - Post AI-generated images to [Vynly](https://vynly.co), an AI-only social feed built for agents. Four tools โ `vynly_post_image`, `vynly_post_spark`, `vynly_read_feed`, `vynly_search`. Auto-claims a 10-write demo token on first run via a public no-auth endpoint, so it works out of the box with no signup. Provenance-aware (C2PA / SynthID / XMP).
- [Xquik-dev/x-twitter-scraper](https://github.com/Xquik-dev/x-twitter-scraper) [](https://glama.ai/mcp/servers/Xquik-dev/x-twitter-scraper) ๐ โ๏ธ - Remote X (Twitter) MCP server with 121 endpoints via 2 tools. Post tweets, reply, like, retweet, follow, DM, search, extract data, run giveaways, and monitor accounts. StreamableHTTP at xquik.com/mcp with API key auth.
### ๐ Sports
Tools for accessing sports-related data, results, and statistics.
+- [Backspace-me/sportscore-mcp](https://github.com/Backspace-me/sportscore-mcp) [](https://glama.ai/mcp/servers/Backspace-me/sportscore-mcp) ๐ โ๏ธ ๐ ๐ช ๐ง - Live scores, standings, top scorers, player stats, and knockout brackets for football, basketball, cricket, and tennis. Free public API, no key required.
- [cloudbet/sports-mcp-server](https://github.com/cloudbet/sports-mcp-server) ๐๏ธ โ๏ธ โ Access structured sports data via the Cloudbet API. Query upcoming events, live odds, stake limits, and market info across soccer, basketball, tennis, esports, and more.
- [dohyung1/x402-fpl-api](https://github.com/dohyung1/x402-fpl-api) [](https://glama.ai/mcp/servers/dohyung1/x402-fpl-api) ๐ ๐ - Personalized Fantasy Premier League intelligence โ scored captain picks, transfer suggestions, differentials, fixture outlook, price predictions, live points, and a full manager hub that auto-detects your bank balance, free transfers, and chips.
- [csjoblom/musclesworked-mcp](https://github.com/csjoblom/musclesworked-mcp) ๐ โ๏ธ - Exercise-to-muscle mapping MCP server. Look up muscles worked by 856 exercises across 65 muscles and 14 muscle groups, analyze workouts for gaps, and find alternative exercises ranked by muscle overlap.
+- [googlarz/suunto-mcp](https://github.com/googlarz/suunto-mcp) [](https://glama.ai/mcp/servers/googlarz/suunto-mcp) ๐ โ๏ธ ๐ ๐ช ๐ง - MCP server for Suunto watches via the official apizone API. OAuth2 pairing, list/get workouts, time-series samples, FIT-file decoding, GPX export, plus 24/7 activity, sleep, and recovery/HRV. Resources expose today's recovery and the week's training summary as ambient context.
- [guillochon/mlb-api-mcp](https://github.com/guillochon/mlb-api-mcp) ๐ ๐ - MCP server that acts as a proxy to the freely available MLB API, which provides player info, stats, and game information.
- [JamsusMaximus/trainingpeaks-mcp](https://github.com/JamsusMaximus/trainingpeaks-mcp) ๐ ๐ - Query TrainingPeaks workouts, analyze CTL/ATL/TSB fitness metrics, and compare power/pace PRs through Claude Desktop.
- [jordanlyall/wc26-mcp](https://github.com/jordanlyall/wc26-mcp) [](https://glama.ai/mcp/servers/@jordanlyall/wc26-mcp) ๐ ๐ ๐ ๐ช ๐ง - FIFA World Cup 2026 data โ 18 tools covering matches, teams, venues, city guides, fan zones, visa requirements, injuries, odds, standings, and more. Zero API keys needed.
@@ -2081,6 +2275,7 @@ Tools for accessing sports-related data, results, and statistics.
- [labeveryday/nba_mcp_server](https://github.com/labeveryday/nba_mcp_server) ๐ ๐ - Access live and historical NBA statistics including player stats, game scores, team data, and advanced analytics via Model Context Protocol
- [mikechao/balldontlie-mcp](https://github.com/mikechao/balldontlie-mcp) ๐ - MCP server that integrates balldontlie api to provide information about players, teams and games for the NBA, NFL and MLB
- [Milofax/xert-mcp](https://github.com/Milofax/xert-mcp) ๐ โ๏ธ - MCP server for XERT cycling analytics โ access fitness signature (FTP, HIE, PP), training status, workouts, activities with XSS metrics, and MPA analysis.
+- [partymola/fitbit-mcp](https://github.com/partymola/fitbit-mcp) [](https://glama.ai/mcp/servers/partymola/fitbit-mcp) ๐ โ๏ธ ๐ - MCP server for the Fitbit Web API. OAuth 2.0 PKCE, local SQLite cache with auto-sync, and trend analysis. Tools for heart rate, activity, exercises, sleep, weight, SpO2, and HRV.
- [r-huijts/firstcycling-mcp](https://github.com/r-huijts/firstcycling-mcp) ๐ โ๏ธ - Access cycling race data, results, and statistics through natural language. Features include retrieving start lists, race results, and rider information from firstcycling.com.
- [r-huijts/strava-mcp](https://github.com/r-huijts/strava-mcp) ๐ โ๏ธ - A Model Context Protocol (MCP) server that connects to Strava API, providing tools to access Strava data through LLMs
- [RobSpectre/mvf1](https://github.com/RobSpectre/mvf1) ๐ โ๏ธ - MCP server that controls [MultiViewer](https://multiviewer.app), an app for watching motorsports like Formula 1, World Endurance Championship, IndyCar and others.
@@ -2094,6 +2289,7 @@ Tools for managing customer support, IT service management, and helpdesk operati
- [effytech/freshdesk-mcp](https://github.com/effytech/freshdesk_mcp) ๐ โ๏ธ - MCP server that integrates with Freshdesk, enabling AI models to interact with Freshdesk modules and perform various support operations.
- [incentivai/quickchat-ai-mcp](https://github.com/incentivai/quickchat-ai-mcp) ๐ ๐ โ๏ธ - Launch your conversational Quickchat AI agent as an MCP to give AI apps real-time access to its Knowledge Base and conversational capabilities.
- [nguyenvanduocit/jira-mcp](https://github.com/nguyenvanduocit/jira-mcp) ๐๏ธ โ๏ธ - A Go-based MCP connector for Jira that enables AI assistants like Claude to interact with Atlassian Jira. This tool provides a seamless interface for AI models to perform common Jira operations including issue management, sprint planning, and workflow transitions.
+- [raalarcon9705/jira-mcp](https://github.com/raalarcon9705/jira-mcp) [](https://glama.ai/mcp/servers/raalarcon9705/jira-mcp) ๐ โ๏ธ - Full-featured open source Jira & Confluence MCP server with 24 tools: issue CRUD, sprint lifecycle, comments, transitions, user management, and wiki pages.
- [sooperset/mcp-atlassian](https://github.com/sooperset/mcp-atlassian) ๐ โ๏ธ - MCP server for Atlassian products (Confluence and Jira). Supports Confluence Cloud, Jira Cloud, and Jira Server/Data Center. Provides comprehensive tools for searching, reading, creating, and managing content across Atlassian workspaces.
- [tom28881/mcp-jira-server](https://github.com/tom28881/mcp-jira-server) ๐ โ๏ธ ๐ - Comprehensive TypeScript MCP server for Jira with 20+ tools covering complete project management workflow: issue CRUD, sprint management, comments/history, attachments, batch operations.
@@ -2126,18 +2322,23 @@ Access to travel and transportation information. Enables querying schedules, rou
- [haomingkoo/japan-seasons-mcp](https://github.com/haomingkoo/japan-seasons-mcp) [](https://glama.ai/mcp/servers/haomingkoo/japan-seasons-mcp) ๐ โ๏ธ - Live Japan seasonal travel โ cherry blossom forecasts, autumn leaves, flower spots, fruit picking & festivals. 1,700+ GPS-tagged spots from Japan Meteorological Corporation. Updated daily.
- [lodordev/mcp-teslamate-fleet](https://github.com/lodordev/mcp-teslamate-fleet) [](https://glama.ai/mcp/servers/lodordev/mcp-teslamate-fleet) ๐ ๐ - Combined TeslaMate analytics + Fleet API commands โ 29 tools for vehicle telemetry, driving history, energy analytics, and remote control (climate, charging, locks, sentry).
- [helpful-AIs/triplyfy-mcp](https://github.com/helpful-AIs/triplyfy-mcp) ๐ โ๏ธ - An MCP server that lets LLMs plan and manage itineraries with interactive maps in Triplyfy; manage itineraries, places and notes, and search/save flights.
+- [johnanleitner1-Coder/lastminutedeals-api](https://github.com/johnanleitner1-Coder/lastminutedeals-api) [](https://glama.ai/mcp/servers/johnanleitner1-Coder/lastminutedeals-api) ๐ โ๏ธ - Real-time last-minute tour and activity booking. 8,000+ live slots from 29 suppliers across 16 countries via OCTO open standard. Search availability, create Stripe checkouts, and track bookings.
- [KyrieTangSheng/mcp-server-nationalparks](https://github.com/KyrieTangSheng/mcp-server-nationalparks) ๐ โ๏ธ - National Park Service API integration providing latest information of park details, alerts, visitor centers, campgrounds, and events for U.S. National Parks
- [lucygoodchild/mcp-national-rail](https://github.com/lucygoodchild/mcp-national-rail) ๐ โ๏ธ - An MCP server for UK National Rail trains service, providing train schedules and live travel information, intergrating the Realtime Trains API
- [MarceauSolutions/rideshare-comparison-mcp](https://github.com/MarceauSolutions/rideshare-comparison-mcp) ๐ โ๏ธ - Compare Uber and Lyft prices for any route in real-time with fare estimates, surge pricing info, and cheapest option recommendations
- [openbnb-org/mcp-server-airbnb](https://github.com/openbnb-org/mcp-server-airbnb) ๐ โ๏ธ - Provides tools to search Airbnb and get listing details.
- [pab1it0/tripadvisor-mcp](https://github.com/pab1it0/tripadvisor-mcp) ๐ ๐ - A MCP server that enables LLMs to interact with Tripadvisor API, supporting location data, reviews, and photos through standardized MCP interfaces
- [Pradumnasaraf/aviationstack-mcp](https://github.com/Pradumnasaraf/aviationstack-mcp) ๐ โ๏ธ ๐ ๐ช ๐ง - An MCP server using the AviationStack API to fetch real-time flight data including airline flights, airport schedules, future flights and aircraft types.
+- [prosperkartik/hostaway-mcp](https://github.com/prosperkartik/hostaway-mcp) [](https://glama.ai/mcp/servers/prosperkartik/hostaway-mcp) ๐ โ๏ธ - MCP server for the Hostaway property management system (vacation rentals & short-term rentals). 10 read-only tools across listings, reservations, calendar availability, guest conversations, and owner financials.
- [r-huijts/ns-mcp-server](https://github.com/r-huijts/ns-mcp-server) ๐ โ๏ธ - Access Dutch Railways (NS) travel information, schedules, and real-time updates
- [skedgo/tripgo-mcp-server](https://github.com/skedgo/tripgo-mcp-server) ๐ โ๏ธ - Provides tools from the TripGo API for multi-modal trip planning, transport locations, and public transport departures, including real-time information.
+- [SoapyRED/freightutils-mcp](https://github.com/SoapyRED/freightutils-mcp) [](https://glama.ai/mcp/servers/SoapyRED/freightutils-mcp) ๐ โ๏ธ - 17 freight calculation and reference tools โ ADR dangerous goods, HS codes, LDM/CBM/chargeable weight calculators, duty estimation, airline codes, UN/LOCODE, and more. Free REST APIs + MCP server.
- [srinath1510/alltrails-mcp-server](https://github.com/srinath1510/alltrails-mcp-server) ๐ โ๏ธ - A MCP server that provides access to AllTrails data, allowing you to search for hiking trails and get detailed trail information
- [tickadoo/tickadoo-mcp](https://github.com/tickadoo/tickadoo-mcp) [](https://glama.ai/mcp/servers/tickadoo/tickadoo-mcp) ๐ โ๏ธ - Discover and book theatre, shows, events, tours and experiences across 700+ cities worldwide. Real-time pricing, availability, and booking links via tickadoo.com.
- [shaikhspeare/wanderlog-mcp](https://github.com/shaikhspeare/wanderlog-mcp) [](https://glama.ai/mcp/servers/shaikhspeare/wanderlog-mcp) ๐ โ๏ธ - MCP server for Wanderlog that lets AI clients read and edit trip itineraries through natural language, including trips, places, notes, hotels, checklists, and date updates.
+- [vbhjckfd/timetable-api-node](https://github.com/vbhjckfd/timetable-api-node) [](https://glama.ai/mcp/servers/vbhjckfd/timetable-api-node) ๐ โ๏ธ - Real-time Lviv (Ukraine) public transport: stop arrivals, live vehicle positions, route geometry, and nearby stop discovery. No API key required.
- [vessel-api/vesselapi-mcp](https://github.com/vessel-api/vesselapi-mcp) [](https://glama.ai/mcp/servers/@vessel-api/vessel-api-mcp-server) ๐ โ๏ธ - Maritime vessel tracking via VesselAPI. Search vessels, get real-time positions, ETAs, port events, emissions, inspections, and NAVTEX safety messages.
+- [Emanuele94/SimBrief-MCPServer](https://github.com/Emanuele94/SimBrief-MCPServer) [](https://glama.ai/mcp/servers/Emanuele94/SimBrief-MCPServer) ๐ ๐ ๐ ๐ช ๐ง - Access your SimBrief flight plans. 14 tools covering flight summary, weather (METAR/TAF/ATIS), fuel plan, weights, times, ATC flight plan, navlog, NOTAMs, alternate airport, crew and performance sensitivity analysis.
### ๐ Version Control
@@ -2149,11 +2350,13 @@ Interact with Git repositories and version control platforms. Enables repository
- [gitea/gitea-mcp](https://gitea.com/gitea/gitea-mcp) ๐๏ธ ๐๏ธ โ๏ธ ๐ ๐ ๐ช ๐ง - Interactive with Gitea instances with MCP.
- [github/github-mcp-server](https://github.com/github/github-mcp-server) ๐ โ๏ธ - Official GitHub server for integration with repository management, PRs, issues, and more.
- [gitopia/gitopia-mcp-server](https://github.com/gitopia/gitopia-mcp-server) [](https://glama.ai/mcp/servers/gitopia/gitopia-mcp-server) ๐๏ธ ๐ ๐ ๐ช ๐ง - Decentralized Git with on-chain governance, bounties, and DAOs. Tools for repos, issues, PRs, labels, releases, bounties, and DAO proposals. Auto-wallet on first use, trust tiers, and approval mode for human-in-the-loop. Go binary or Docker.
+- [jmrplens/gitlab-mcp-server](https://github.com/jmrplens/gitlab-mcp-server) [](https://glama.ai/mcp/servers/jmrplens/gitlab-mcp-server) ๐๏ธ โ๏ธ ๐ ๐ ๐ช ๐ง - Complete GitLab REST API v4 coverage with 1006 MCP tools across 162 domains, 42 meta-tools, 24 resources, and 38 prompts. Cross-platform Go binary with stdio and HTTP transports, OAuth support, auto-update, read-only and safe modes.
- [JaviMaligno/mcp-server-bitbucket](https://github.com/JaviMaligno/mcp-server-bitbucket) ๐ โ๏ธ - Bitbucket MCP server with 58 tools for repository management, PRs, pipelines, branches, commits, deployments, webhooks, tags, branch restrictions, and source browsing.
- [kaiyuanxiaobing/atomgit-mcp-server](https://github.com/kaiyuanxiaobing/atomgit-mcp-server) ๐ โ๏ธ - Official AtomGit server for integration with repository management, PRs, issues, branches, labels, and more.
- [kopfrechner/gitlab-mr-mcp](https://github.com/kopfrechner/gitlab-mr-mcp) ๐ โ๏ธ - Interact seamlessly with issues and merge requests of your GitLab projects.
- [modelcontextprotocol/server-git](https://github.com/modelcontextprotocol/servers-archived/tree/main/src/git) ๐ ๐ - Direct Git repository operations including reading, searching, and analyzing local repositories
- [modelcontextprotocol/server-gitlab](https://github.com/modelcontextprotocol/servers-archived/tree/main/src/gitlab) ๐ โ๏ธ ๐ - GitLab platform integration for project management and CI/CD operations
+- [mshegolev/gitlab-ci-mcp](https://github.com/mshegolev/gitlab-ci-mcp) [](https://glama.ai/mcp/servers/mshegolev/gitlab-ci-mcp) ๐ โ๏ธ ๐ - GitLab CI/CD โ pipelines, jobs, schedules, MRs, files. Works with any GitLab (SaaS or self-hosted); published on PyPI and in the MCP Registry.
- [QuentinCody/github-graphql-mcp-server](https://github.com/QuentinCody/github-graphql-mcp-server) ๐ โ๏ธ - Unofficial GitHub MCP server that provides access to GitHub's GraphQL API, enabling more powerful and flexible queries for repository data, issues, pull requests, and other GitHub resources.
- [raohwork/forgejo-mcp](https://github.com/raohwork/forgejo-mcp) ๐๏ธ โ๏ธ - An MCP server for managing your repositories on Forgejo/Gitea server.
- [TamiShaks-2/git-context-mcp](https://github.com/TamiShaks-2/git-context-mcp) ๐ ๐ - Local MCP server that provides structured Git repository analysis (project status, recent activity, code map, and risk hotspots) for AI coding agents.
@@ -2171,15 +2374,21 @@ Interact with Git repositories and version control platforms. Enables repository
- [benmonopoli/open-greenhouse-mcp](https://github.com/benmonopoli/open-greenhouse-mcp) [](https://glama.ai/mcp/servers/benmonopoli/open-greenhouse-mcp) ๐ โ๏ธ ๐ ๐ช ๐ง - Production-ready MCP server for [Greenhouse](https://www.greenhouse.com) ATS with 175 tools for recruiting teams. Role-based profiles (full/recruiter/read-only), composite workflow tools for pipeline views, analytics, candidate search, and bulk operations.
- [bobbyrgoldsmith/quarterback](https://github.com/bobbyrgoldsmith/quarterback) ๐ ๐ ๐ ๐ง - Strategic task prioritization and agent orchestration for multi-project operators. 22 MCP tools with 5-factor scoring engine, advisory document analysis, agent dispatch with autonomy levels, HMAC webhooks, time-aware planning, and CI/CD integration. Standalone CLI + MCP server.
- [bug-breeder/quip-mcp](https://github.com/bug-breeder/quip-mcp) ๐ โ๏ธ ๐ ๐ช ๐ง - A Model Context Protocol (MCP) server providing AI assistants with comprehensive Quip document access and management. Enables document lifecycle management, smart search, comment management, and secure token-based authentication for both Quip.com and enterprise instances.
+- [can4hou6joeng4/boss-agent-cli](https://github.com/can4hou6joeng4/boss-agent-cli) [](https://glama.ai/mcp/servers/can4hou6joeng4/boss-agent-cli) ๐ ๐ ๐ ๐ช ๐ง - BOSS Zhipin recruitment workflow for AI agents. 49 MCP tools for job search, welfare filtering, recruiter messaging, pipeline tracking, and resume optimization.
- [ByAxe/keynote-mcp](https://github.com/ByAxe/keynote-mcp) [](https://glama.ai/mcp/servers/ByAxe/keynote-mcp) ๐ ๐ ๐ - MCP server for full control of Apple Keynote through AppleScript automation. Create, edit, and export presentations via natural language with 30+ tools covering slides, content, layout, and Unsplash image integration. Ships with a Claude Skill for design patterns and font workarounds.
- [conorbronsdon/gws-mcp-server](https://github.com/conorbronsdon/gws-mcp-server) [](https://glama.ai/mcp/servers/@conorbronsdon/gws-mcp-server) ๐ โ๏ธ ๐ ๐ช ๐ง - Google Workspace MCP server exposing 23 curated tools for Drive, Sheets, Calendar, Docs, and Gmail via the gws CLI.
+- [ContextPulse/contextpulse](https://github.com/ContextPulse/contextpulse) [](https://glama.ai/mcp/servers/ContextPulse/contextpulse) ๐ ๐ ๐ ๐ช - Local-first desktop context server for AI agents. Captures screen (OCR), voice (Whisper), keyboard/mouse activity, and clipboard. Exposes 35 MCP tools for screen capture, voice transcription, activity history, semantic memory, and project detection. Zero cloud dependency. AGPL-3.0.
- [corbym/backlog-mcp](https://github.com/corbym/backlog-mcp) [](https://glama.ai/mcp/servers/corbym/backlog-mcp) ๐๏ธ ๐ ๐ ๐ช ๐ง - MCP server that gives AI agents structured read/write access to a story-based project backlog. Agents can list stories, read content, update status, and append notes โ all backed by plain markdown files versioned in your repository.
+- [Dan8Oren/mcp-apple-notes](https://github.com/Dan8Oren/mcp-apple-notes) [](https://glama.ai/mcp/servers/Dan8Oren/mcp-apple-notes) ๐ ๐ ๐ - Semantic search and RAG over Apple Notes with on-device embeddings, full CRUD, folder management, and fuzzy title matching. 10 tools. Runs fully locally โ no API keys required.
- [dearlordylord/huly-mcp](https://github.com/dearlordylord/huly-mcp) [](https://glama.ai/mcp/servers/@dearlordylord/huly-mcp) ๐ โ๏ธ ๐ ๐ ๐ช ๐ง - MCP server for Huly project management. Query issues, create and update tasks, manage labels and priorities.
- [davegomez/fizzy-mcp](https://github.com/davegomez/fizzy-mcp) [](https://glama.ai/mcp/servers/@davegomez/fizzy-mcp) ๐ โ๏ธ - MCP server for [Fizzy](https://fizzy.do) kanban task management with tools for boards, cards, comments, and checklists.
- [delega-dev/delega-mcp](https://github.com/delega-dev/delega-mcp) [](https://glama.ai/mcp/servers/delega-dev/delega-mcp) ๐ โ๏ธ ๐ ๐ ๐ช ๐ง - Task management API built for AI agents. Create, delegate, and track tasks with agent identity, delegation chains, lifecycle webhooks, and persistent context. Self-hosted or hosted tier at [delega.dev](https://delega.dev).
- [devroopsaha744/TexMCP](https://github.com/devroopsaha744/TexMCP) ๐ ๐ - An MCP server that converts LaTeX into high-quality PDF documents. It provides tools for rendering both raw LaTeX input and customizable templates, producing shareable, production-ready artifacts such as reports, resumes, and research papers.
+- [ellmos-ai/n8n-manager-mcp](https://github.com/ellmos-ai/n8n-manager-mcp) [](https://glama.ai/mcp/servers/ellmos-ai/n8n-manager-mcp) ๐ โ๏ธ ๐ ๐ ๐ช ๐ง - MCP server for managing n8n workflows through AI assistants, including workflow CRUD, synchronization, inspection, and execution support.
- [foxintheloop/UpTier](https://github.com/foxintheloop/UpTier) ๐ ๐ ๐ช - Desktop task manager with clean To Do-style UI and 25+ MCP tools for prioritization, goal tracking, and multi-profile workflows.
+- [getalai/alai-mcp-server](https://github.com/getalai/alai-mcp-server) [](https://glama.ai/mcp/servers/getalai/Alai) ๐ โ๏ธ ๐๏ธ - Generate, edit, and export high quality presentations with AI to PDF, PPTX, or a shareable link.
- [giuseppe-coco/Google-Workspace-MCP-Server](https://github.com/giuseppe-coco/Google-Workspace-MCP-Server) ๐ โ๏ธ ๐ ๐ช ๐ง - MCP server that seamlessly interacts with your Google Calendar, Gmail, Drive and so on.
+- [HuntsDesk/ve-gws](https://github.com/HuntsDesk/ve-gws) [](https://glama.ai/mcp/servers/HuntsDesk/ve-gws) ๐ โ๏ธ ๐ ๐ช ๐ง - VE Google Workspace MCP. Fork of [taylorwilsdon/google_workspace_mcp](https://github.com/taylorwilsdon/google_workspace_mcp) with 28 authoring-focused tools on top (deeper Slides automation, native markdown-to-Docs rendering with smart chips, Sheets data validation + named ranges + range protection, recursive Drive folder copy, revision history). 822 tests pass. Companion to [HuntsDesk/ve-kit](https://github.com/HuntsDesk/ve-kit).
- [human-pages-ai/humanpages](https://github.com/human-pages-ai/humanpages) [](https://glama.ai/mcp/servers/human-pages-ai/humanpages) ๐ โ๏ธ ๐ ๐ช ๐ง - Access real-world people who listed themselves to be hired by agents. Search by skill, location, and equipment, send job offers, post listings, and message workers. Free tier, Pro subscription, and x402 pay-per-use.
- [sunsiyuan/human-survey](https://github.com/sunsiyuan/human-survey) [](https://glama.ai/mcp/servers/sunsiyuan/human-survey) ๐ โ๏ธ ๐ ๐ช ๐ง - Feedback collection for AI agents. Create surveys from JSON schema, collect structured responses from groups of people, and retrieve aggregated results. 4 MCP tools for long-horizon agent workflows: post-event feedback, product launches, team health checks.
- [ianaleck/harvest-mcp-server](https://github.com/ianaleck/harvest-mcp-server) [](https://glama.ai/mcp/servers/ianaleck/harvest-mcp-server) ๐ โ๏ธ ๐ - Harvest time tracking integration with 40+ tools for managing time entries, projects, clients, tasks, and generating time reports via the Harvest API v2
@@ -2199,6 +2408,7 @@ Interact with Git repositories and version control platforms. Enables repository
- [taylorwilsdon/google_workspace_mcp](https://github.com/taylorwilsdon/google_workspace_mcp) ๐ โ๏ธ ๐ ๐ช ๐ง - Comprehensive Google Workspace MCP server with full support for Google Calendar, Drive, Gmail, and Docs, Forms, Chats, Slides and Sheets over stdio, Streamable HTTP and SSE transports.
- [teamwork/mcp](https://github.com/teamwork/mcp) ๐๏ธ ๐๏ธ โ๏ธ ๐ ๐ช ๐ง - Project and resource management platform that keeps your client projects on track, makes managing resources a breeze, and keeps your profits on point.
- [timergy-app/timergy](https://github.com/timergy-app/timergy) [](https://glama.ai/mcp/servers/timergy-app/timergy) ๐ โ๏ธ - Create scheduling polls (like Doodle/When2Meet) from AI agents. No auth required. Tools: `create_poll`, `get_poll`, `vote_on_poll`, `get_results`, `finalize_poll`.
+- [christulino/todoist-v1-mcp-server](https://github.com/christulino/todoist-v1-mcp-server) [](https://glama.ai/mcp/servers/christulino/todoist-v1-mcp-server) ๐ ๐ - MCP server for Todoist built on the unified API v1. Stdio transport, 20 tools covering tasks, projects, sections, and labels. No daily reconnection issues.
- [tubasasakunn/context-apps-mcp](https://github.com/tubasasakunn/context-apps-mcp) ๐ ๐ ๐ ๐ช ๐ง - AI-powered productivity suite connecting Todo, Idea, Journal, and Timer apps with Claude via Model Context Protocol.
- [twtrubiks/odoo19-mcp-server](https://github.com/twtrubiks/odoo19-mcp-server) [](https://glama.ai/mcp/servers/twtrubiks/odoo19-mcp-server) ๐ โ๏ธ ๐ ๐ ๐ช ๐ง - MCP Server for Odoo 19 ERP using JSON-RPC API, built with FastMCP. Supports CRUD operations, model inspection, and user/company context with readonly mode and delete confirmation safety.
- [universalamateur/reclaim-mcp-server](https://github.com/universalamateur/reclaim-mcp-server) ๐ โ๏ธ - Reclaim.ai calendar integration with 40 tools for tasks, habits, focus time, scheduling links, and productivity analytics.
@@ -2219,6 +2429,7 @@ Interact with Git repositories and version control platforms. Enables repository
- [webaesbyamin/agent-receipts](https://github.com/webaesbyamin/agent-receipts) [](https://glama.ai/mcp/servers/webaesbyamin/agent-receipts) ๐ ๐ - Cryptographic accountability for AI agents. Ed25519-signed receipts for every MCP tool call โ constraints, chains, AI judgment, invoicing, local dashboard.
- [AceDataCloud/MCPShortURL](https://github.com/AceDataCloud/MCPShortURL) [](https://glama.ai/mcp/servers/AceDataCloud/MCPShortURL) ๐ โ๏ธ - Free URL shortening with batch support (up to 10 URLs), permanent `surl.id` short links, zero credit consumption.
- [AbdelStark/bitcoin-mcp](https://github.com/AbdelStark/bitcoin-mcp) - โฟ A Model Context Protocol (MCP) server that enables AI models to interact with Bitcoin, allowing them to generate keys, validate addresses, decode transactions, query the blockchain, and more.
+- [AIDataNordic/Food-Recipe-MCP](https://github.com/AIDataNordic/Food-Recipe-MCP) [](https://glama.ai/mcp/servers/AIDataNordic/Food-Recipe-MCP) ๐ โ๏ธ ๐ ๐ช ๐ง - Semantic search across 50,000+ Food.com recipes with hybrid dense+sparse retrieval and cross-encoder reranking. Filter by diet, cooking time and difficulty. Live remote endpoint available.
- [akseyh/bear-mcp-server](https://github.com/akseyh/bear-mcp-server) - Allows the AI to read from your Bear Notes (macOS only)
- [allenporter/mcp-server-home-assistant](https://github.com/allenporter/mcp-server-home-assistant) ๐ ๐ - Expose all Home Assistant voice intents through a Model Context Protocol Server allowing home control.
- [altinoren/utopia](https://github.com/altinoren/Utopia) #๏ธโฃ ๐ - MCP that simulates a set of smart home and lifestyle devices, allowing you to test agent's reasoning and discovery capabilities.
@@ -2246,7 +2457,7 @@ Interact with Git repositories and version control platforms. Enables repository
- [calclavia/mcp-obsidian](https://github.com/calclavia/mcp-obsidian) ๐ ๐ - This is a connector to allow Claude Desktop (or any MCP client) to read and search any directory containing Markdown notes (such as an Obsidian vault).
- [caol64/wenyan-mcp](https://github.com/caol64/wenyan-mcp) ๐ ๐ ๐ ๐ช ๐ง - Wenyan MCP Server, which lets AI automatically format Markdown articles and publish them to WeChat GZH.
- [chrishayuk/mcp-cli](https://github.com/chrishayuk/mcp-cli) ๐ ๐ - Yet another CLI tool for testing MCP servers
-- [cnghockey/sats-for-ai](https://github.com/cnghockey/sats-for-ai) [](https://glama.ai/mcp/servers/@cnghockey/sats4ai) ๐ โ๏ธ - Bitcoin-powered AI tools via Lightning Network micropayments (L402). Image, text, video, music, speech synthesis & transcription, vision, OCR, 3D model generation, file conversion, and SMS โ no signup or API keys required.
+- [cnghockey/sats4ai-mcp-server](https://github.com/cnghockey/sats4ai-mcp-server) [](https://glama.ai/mcp/servers/@cnghockey/sats4ai) ๐ โ๏ธ - Permissionless communication supercharger for AI agents โ phone calls, SMS, fax, translation (119 languages), text-to-speech, audiobook generation, plus image/video/music/text generation and document extraction. Pay per request via Lightning (L402) โ no signup or API keys.
- [danhilse/notion_mcp](https://github.com/danhilse/notion_mcp) ๐ โ๏ธ - Integrates with Notion's API to manage personal todo lists
- [danielkennedy1/pdf-tools-mcp](https://github.com/danielkennedy1/pdf-tools-mcp) ๐ - PDF download, view & manipulation utilities.
- [davidsimoes/digisign-mcp](https://github.com/davidsimoes/digisign-mcp) [](https://glama.ai/mcp/servers/davidsimoes/digisign-mcp) ๐ โ๏ธ - MCP server for DigiSign.cz digital signature API โ create, send, and manage digital signature envelopes.
@@ -2287,6 +2498,7 @@ Interact with Git repositories and version control platforms. Enables repository
- [jimfilippou/things-mcp](https://github.com/jimfilippou/things-mcp) ๐ ๐ ๐ - A Model Context Protocol (MCP) server that provides seamless integration with the [Things](https://culturedcode.com/things/) productivity app. This server enables AI assistants to create, update, and manage your todos and projects in Things using its comprehensive URL scheme.
- [johannesbrandenburger/typst-mcp](https://github.com/johannesbrandenburger/typst-mcp) ๐ ๐ - MCP server for Typst, a markup-based typesetting system. It provides tools for converting between LaTeX and Typst, validating Typst syntax, and generating images from Typst code.
- [joshuarileydev/mac-apps-launcher-mcp-server](https://github.com/JoshuaRileyDev/mac-apps-launcher) ๐ ๐ - An MCP server to list and launch applications on MacOS
+- [justinstimatze/gemot](https://github.com/justinstimatze/gemot) [](https://glama.ai/mcp/servers/justinstimatze/gemot) ๐๏ธ ๐ โ๏ธ - Structured deliberation server for multi-agent coordination. Agents submit positions, vote on a 5-point scale, and receive analysis identifying cruxes (key disagreements), opinion clusters, bridging statements, and consensus. Two-engine pipeline (LLM text analysis + PCA vote clustering) inspired by Polis and Talk to the City.
- [k-jarzyna/mcp-miro](https://github.com/k-jarzyna/mcp-miro) ๐ โ๏ธ - Miro MCP server, exposing all functionalities available in official Miro SDK
- [kelvin6365/plane-mcp-server](https://github.com/kelvin6365/plane-mcp-server) - ๐๏ธ ๐ This MCP Server will help you to manage projects and issues through [Plane's](https://plane.so) API
- [kenliao94/mcp-server-rabbitmq](https://github.com/kenliao94/mcp-server-rabbitmq) ๐ ๐ - Enable interaction (admin operation, message enqueue/dequeue) with RabbitMQ
@@ -2345,7 +2557,9 @@ Interact with Git repositories and version control platforms. Enables repository
- [Shopify/dev-mcp](https://github.com/Shopify/dev-mcp) ๐ โ๏ธ - Model Context Protocol (MCP) server that interacts with Shopify Dev.
- [simonpainter/netbox-mcp](https://github.com/simonpainter/netbox-mcp) ๐ โ๏ธ - MCP server for interacting with NetBox API.
- [sirmews/apple-notes-mcp](https://github.com/sirmews/apple-notes-mcp) ๐ ๐ - Allows the AI to read from your local Apple Notes database (macOS only)
+ - [rogertheunissenmerge-oss/mcp-server](https://github.com/rogertheunissenmerge-oss/mcp-server) [](https://glama.ai/mcp/servers/rogertheunissenmerge-oss/mcp-server) ๐ โ๏ธ - Wine pairing intelligence for AI assistants. 7 MCP tools for sommelier-grade wine recommendations powered by a proprietary Wine DNA algorithm. Pair wines with meals, ingredients, or recipe URLs. Supports API key and x402 (USDC on Base) payments.
- [suekou/mcp-notion-server](https://github.com/suekou/mcp-notion-server) ๐ ๐ - Interacting with Notion API
+- [Swih/mistral-mcp](https://github.com/Swih/mistral-mcp) [](https://glama.ai/mcp/servers/Swih/mistral-mcp) ๐ โ๏ธ ๐ ๐ช ๐ง - MCP server exposing 22 Mistral AI capabilities (chat, OCR, audio, vision, agents, embeddings, moderation, classification, files, batch) with dual transport (stdio + Streamable HTTP), structured outputs on every tool, and 6 curated French/English prompts with argument completion. Vendor API key required.
- [tacticlaunch/mcp-linear](https://github.com/tacticlaunch/mcp-linear) ๐ โ๏ธ ๐ ๐ช ๐ง - Integrates with Linear project management system
- [tan-yong-sheng/ai-vision-mcp](https://github.com/tan-yong-sheng/ai-vision-mcp) - ๐ ๐ ๐ ๐ช ๐ง - Multimodal AI vision MCP server for image, video, and object detection analysis. Enables UI/UX evaluation, visual regression testing, and interface understanding using Google Gemini and Vertex AI.
- [tanigami/mcp-server-perplexity](https://github.com/tanigami/mcp-server-perplexity) ๐ โ๏ธ - Interacting with Perplexity API.
@@ -2353,6 +2567,7 @@ Interact with Git repositories and version control platforms. Enables repository
- [TheoBrigitte/mcp-time](https://github.com/TheoBrigitte/mcp-time) ๐๏ธ ๐ ๐ ๐ช ๐ง - MCP server which provides utilities to work with time and dates, with natural language, multiple formats and timezone convertion capabilities.
- [thingsboard/thingsboard-mcp](https://github.com/thingsboard/thingsboard-mcp) ๐๏ธ โ โ๏ธ ๐ ๐ ๐ช ๐ง - The ThingsBoard MCP Server provides a natural language interface for LLMs and AI agents to interact with your ThingsBoard IoT platform.
- [thinq-connect/thinqconnect-mcp](https://github.com/thinq-connect/thinqconnect-mcp) ๐๏ธ ๐ โ๏ธ - Interact with LG ThinQ smart home devices and appliances through the ThinQ Connect MCP server.
+- [tjclaude88/mcp-bling](https://github.com/tjclaude88/mcp-bling) [](https://glama.ai/mcp/servers/tjclaude88/mcp-bling) ๐ ๐ ๐ ๐ช ๐ง - Give AI agents a persistent identity and cross-platform visual style. Includes WOW (Weird Office Workers) random-identity generator with rarity tiers and screenshot-ready share cards. `npx -y bling-bag`
- [tomekkorbak/oura-mcp-server](https://github.com/tomekkorbak/oura-mcp-server) ๐ โ๏ธ - An MCP server for Oura, an app for tracking sleep
- [Tommertom/plugwise-mcp](https://github.com/Tommertom/plugwise-mcp) ๐ ๐ ๐ ๐ช ๐ง - TypeScript-based smart home automation server for Plugwise devices with automatic network discovery. Features comprehensive device control for thermostats, switches, smart plugs, energy monitoring, multi-hub management, and real-time climate/power consumption tracking via local network integration.
- [tqiqbal/mcp-confluence-server](https://github.com/tqiqbal/mcp-confluence-server) ๐ - A Model Context Protocol (MCP) server for interacting with Confluence Data Center via REST API.
@@ -2380,6 +2595,7 @@ Interact with Git repositories and version control platforms. Enables repository
- [escapeboy/agent-fleet-o](https://github.com/escapeboy/agent-fleet-o) [](https://glama.ai/mcp/servers/escapeboy/agent-fleet-o) โ๏ธ ๐ - AI Agent Mission Control with 200+ MCP tools. Manage agents, experiments, workflows, crews, skills, and more via stdio + HTTP/SSE. Self-hosted, open-source (AGPL-3.0). Remote server: `https://fleetq.net/mcp`
- [Epistates/TurboMCP](https://github.com/Epistates/turbomcp) ๐ฆ - TurboMCP SDK: Enterprise MCP SDK in Rust
+- [zhangpanda/gomcp](https://github.com/zhangpanda/gomcp) [](https://glama.ai/mcp/servers/zhangpanda/gomcp) ๐๏ธ - A Gin-like framework for building MCP servers in Go. Struct-tag auto schema, middleware chain, auth, tool groups, adapters for Gin/OpenAPI/gRPC, async tasks, Inspector UI.
- [FastMCP](https://github.com/jlowin/fastmcp) ๐ - A high-level framework for building MCP servers in Python
- [jamjet-labs/jamjet](https://github.com/jamjet-labs/jamjet) [](https://glama.ai/mcp/servers/jamjet-labs/jamjet) ๐ฆ ๐ - Durable, agent-native AI runtime with native MCP client + server and A2A support. Rust core for performance, Python authoring for ergonomics. Features graph-based workflows, durable execution, and multi-agent coordination.
- [FastMCP](https://github.com/punkpeye/fastmcp) ๐ - A high-level framework for building MCP servers in TypeScript
@@ -2411,4 +2627,3 @@ Now Claude can answer questions about writing MCP servers and how they work
-