Merge upstream/main into add-a1-x-tech-mcp-google-docs

2026-10-11 14:29:57 +00:00 · 2026-10-09 01:27:59 +02:00
parent f30936f9d6 f105299ee2
commit 4c7398e9f3
1 changed files with 64 additions and 3 deletions
@@ -336,9 +336,11 @@ Access and explore art collections, cultural heritage, and museum databases. Ena
 - [diivi/aseprite-mcp](https://github.com/diivi/aseprite-mcp) 🐍 🏠 - Create pixel art using the Aseprite API.
 - [djalal/quran-mcp-server](https://github.com/djalal/quran-mcp-server) 📇 ☁️ - Interact with the Quran.com corpus via its REST API.
 - [drakonkat/wizzy-mcp-tmdb](https://github.com/drakonkat/wizzy-mcp-tmdb) 📇 ☁️ - Search and retrieve movie, TV show and person information from The Movie Database (TMDB) API.
 - [effectustasi/autodesk-inventor-mcp](https://github.com/effectustasi/autodesk-inventor-mcp) [![effectustasi/autodesk-inventor-mcp MCP server](https://glama.ai/mcp/servers/effectustasi/autodesk-inventor-mcp/badges/score.svg)](https://glama.ai/mcp/servers/effectustasi/autodesk-inventor-mcp) 🐍 🏠 🪟 - Connect AI assistants to a live Autodesk Inventor session over COM: inspect bodies and features, find sliver faces in imported models, dry-run Unwrap, and script the Inventor API.
 - [fatenava/fatenava-mcp](https://github.com/fatenava/fatenava-mcp) [![fatenava-mcp MCP server](https://glama.ai/mcp/servers/fatenava/fatenava-mcp/badges/score.svg)](https://glama.ai/mcp/servers/fatenava/fatenava-mcp) 🎖️ 📇 🏠 ☁️ 🍎 🪟 🐧 - Destiny charting: BaZi, Zi Wei Dou Shu and Western astrology natal charts, with true solar time correction and Chinese, English, Japanese and Korean input.
 - [flamexnreal/davinci-resolve-ai-bridge-mcp](https://github.com/flamexnreal/davinci-resolve-ai-bridge-mcp) [![flamexnreal/davinci-resolve-ai-bridge-mcp MCP server](https://glama.ai/mcp/servers/flamexnreal/davinci-resolve-ai-bridge-mcp/badges/score.svg)](https://glama.ai/mcp/servers/flamexnreal/davinci-resolve-ai-bridge-mcp) 🐍 🏠 🍎 - Local bridge for DaVinci Resolve (Free and Studio): timeline inspection, zoom animation, color adjustments and duplicate-timeline review.
 - [Gatyh/3dtexel-mcp](https://github.com/Gatyh/3dtexel-mcp) [![Gatyh/3dtexel-mcp MCP server](https://glama.ai/mcp/servers/Gatyh/3dtexel-mcp/badges/score.svg)](https://glama.ai/mcp/servers/Gatyh/3dtexel-mcp) 🎖️ 📇 ☁️ - Official 3D Texel server: search and download 7,000+ PBR materials, HDRIs, decals and 3D assets (1,600+ free CC0) and generate seamless PBR materials and HDRI skyboxes with credits.
 - [gavxm/ani-mcp](https://github.com/gavxm/ani-mcp) [![ani-mcp MCP server](https://glama.ai/mcp/servers/gavxm/ani-mcp/badges/score.svg)](https://glama.ai/mcp/servers/gavxm/ani-mcp) 📇 🏠 - AniList integration with taste-aware recommendations, watch analytics, social tools and list management.
 - [gchen19/AnkusDrive](https://github.com/gchen19/AnkusDrive) [![gchen19/AnkusDrive MCP server](https://glama.ai/mcp/servers/gchen19/AnkusDrive/badges/score.svg)](https://glama.ai/mcp/servers/gchen19/AnkusDrive) 🐍 🏠 🍎 🪟 🐧 - Drive a local FreeCAD from an agent: parametric CAD, TechDraw drawings with GD&T, CalculiX FEM, and CFD, thermal, EM and multiphysics simulation.
 - [GenWaveLLC/svgmaker-mcp](https://github.com/GenWaveLLC/svgmaker-mcp) 📇 ☁️ - Generate and edit SVGs via natural language, with real-time updates and secure file handling.
@@ -421,6 +423,7 @@ Design and visualize software architecture, system diagrams, and technical docum
 - [RedHold/diagrams-mcp-app-core](https://github.com/RedHold/diagrams-mcp-app-core) [![RedHold/diagrams-mcp-app-core MCP server](https://glama.ai/mcp/servers/RedHold/diagrams-mcp-app-core/badges/score.svg)](https://glama.ai/mcp/servers/RedHold/diagrams-mcp-app-core) 🎖️ 📇 ☁️ 🍎 🪟 🐧 - Generate and edit draw.io cloud architecture diagrams from prompts, Terraform or Kubernetes manifests, fix Well-Architected warnings and export to SVG.
 - [RNVizion/rnv-color-mcp](https://github.com/RNVizion/rnv-color-mcp) [![RNVizion/rnv-color-mcp MCP server](https://glama.ai/mcp/servers/RNVizion/rnv-color-mcp/badges/score.svg)](https://glama.ai/mcp/servers/RNVizion/rnv-color-mcp) 🐍 ☁️ - Mix colors (including Kubelka-Munk paint physics), convert formats, generate harmonies and save named palettes, resolving hex, CSS and brand color names.
 - [Roberton003/mcp-server-decisions](https://github.com/Roberton003/mcp-server-decisions) [![Roberton003/mcp-server-decisions MCP server](https://glama.ai/mcp/servers/Roberton003/mcp-server-decisions/badges/score.svg)](https://glama.ai/mcp/servers/Roberton003/mcp-server-decisions) 🐍 🏠 🍎 🪟 🐧 - Architectural decision tracking with testable predictions and outcome gates, stored in append-only JSONL.
 - [Tommkruix/archprint](https://github.com/Tommkruix/archprint) [![Tommkruix/archprint MCP server](https://glama.ai/mcp/servers/Tommkruix/archprint/badges/score.svg)](https://glama.ai/mcp/servers/Tommkruix/archprint) 📇 🏠 🍎 🐧 - Report the architecture rules a TypeScript repo already follows, inferred from its import graph, with the evidence for each, and check whether a change breaks them.
 - [tomyangod/architecture_viewer](https://github.com/tomyangod/architecture_viewer) [![tomyangod/architecture_viewer MCP server](https://glama.ai/mcp/servers/tomyangod/architecture_viewer/badges/score.svg)](https://glama.ai/mcp/servers/tomyangod/architecture_viewer) 📇 🏠 🍎 🪟 🐧 - Local architecture gate and CLI that diffs AI edits against git HEAD to detect new cross-layer dependencies and structural changes.
 - [uxloom-dev/uxloom](https://github.com/uxloom-dev/uxloom) [![uxloom-dev/uxloom MCP server](https://glama.ai/mcp/servers/uxloom-dev/uxloom/badges/score.svg)](https://glama.ai/mcp/servers/uxloom-dev/uxloom) 📇 🏠 🍎 🪟 🐧 - UI/UX validation: model user journeys as state machines, find missing states, contrast and touch-target issues, and verify code against the design contract.
 - [yenchieh/diagramzu-mcp](https://github.com/yenchieh/diagramzu-mcp) 📇 ☁️ - Create Mermaid diagrams in a shared workspace, with version history, comments, embedding, presentation decks and diagram linting.
@@ -461,6 +464,7 @@ Design and visualize software architecture, system diagrams, and technical docum
 - [pkotecha-eng/aria-mcp-server](https://github.com/pkotecha-eng/aria-mcp-server) [![aria-mcp-server MCP server](https://glama.ai/mcp/servers/pkotecha-eng/aria-mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/pkotecha-eng/aria-mcp-server) 🐍 - Clinical research tools for trial coordinators and life sciences teams: real-time access to PubMed and ClinicalTrials.gov.
 - [pubspro/pubmed-search](https://github.com/pubspro/pubmed-search) [![pubspro/pubmed-search MCP server](https://glama.ai/mcp/servers/pubspro/pubmed-search/badges/score.svg)](https://glama.ai/mcp/servers/pubspro/pubmed-search) 📇 ☁️ - Search PubMed and summarize biomedical literature.
 - [Rajskij/oura-mcp](https://github.com/Rajskij/oura-mcp) [![Rajskij/oura-mcp MCP server](https://glama.ai/mcp/servers/Rajskij/oura-mcp/badges/score.svg)](https://glama.ai/mcp/servers/Rajskij/oura-mcp) 📇 ☁️ 🏠 - Read-only, self-hosted access to Oura Ring sleep, readiness, activity, stress and heart rate data.
 - [rewire-bio/genomics-mcp](https://github.com/rewire-bio/genomics-mcp) [![Genomics MCP server](https://glama.ai/mcp/servers/rewire-bio/genomics-mcp/badges/score.svg)](https://glama.ai/mcp/servers/rewire-bio/genomics-mcp) 🐍 🏠 🍎 🐧 - Discover EGA, ENA, ENCODE, GEO and NCBI datasets; retrieve bounded reads, variants, sequence and signal from indexed genomic files; and query versioned reference evidence.
 - [SidneyBissoli/medical-terminologies-mcp](https://github.com/SidneyBissoli/medical-terminologies-mcp) [![SidneyBissoli/medical-terminologies-mcp MCP server](https://glama.ai/mcp/servers/SidneyBissoli/medical-terminologies-mcp/badges/score.svg)](https://glama.ai/mcp/servers/SidneyBissoli/medical-terminologies-mcp) 📇 ☁️ 🏠 🍎 🪟 🐧 - Look up medical terminologies: ICD-11, LOINC, RxNorm, MeSH, ATC, Brazil's CID-10 (DataSUS) and optionally SNOMED CT.
 - [sikcapri/superglookoquery](https://github.com/sikcapri/superglookoquery) [![sikcapri/superglookoquery MCP server](https://glama.ai/mcp/servers/sikcapri/superglookoquery/badges/score.svg)](https://glama.ai/mcp/servers/sikcapri/superglookoquery) 📇 🏠 ☁️ 🍎 🪟 - Clinical audit of Glooko diabetes data from any pump or CGM: time in range, GMI, trends and bolus/basal analysis, adapting to the data your devices report.
 - [smaniches/alphafold-sovereign-mcp](https://github.com/smaniches/alphafold-sovereign-mcp) [![smaniches/alphafold-sovereign-mcp MCP server](https://glama.ai/mcp/servers/smaniches/alphafold-sovereign-mcp/badges/score.svg)](https://glama.ai/mcp/servers/smaniches/alphafold-sovereign-mcp) 🐍 🏠 ☁️ 🍎 🪟 🐧 - AlphaFold DB and other public biomedical sources in a local SQLite knowledge graph for structure confidence, variants, diseases, drug targets and orthology.
@@ -482,7 +486,7 @@ Web content access and automation capabilities. Enables searching, scraping, and
 - [acunningham-ship-it/veilbrowser](https://github.com/acunningham-ship-it/veilbrowser) [![acunningham-ship-it/veilbrowser MCP server](https://glama.ai/mcp/servers/acunningham-ship-it/veilbrowser/badges/score.svg)](https://glama.ai/mcp/servers/acunningham-ship-it/veilbrowser) 📇 🐍 🏠 - Stealth automation of unmodified Chrome over raw CDP, using accessibility-tree element refs; can attach to a running Chrome to reuse logged-in sessions.
 - [aethynio/aethyn-browser-mcp](https://github.com/aethynio/aethyn-browser-mcp) [![aethynio/aethyn-browser-mcp MCP server](https://glama.ai/mcp/servers/aethynio/aethyn-browser-mcp/badges/score.svg)](https://glama.ai/mcp/servers/aethynio/aethyn-browser-mcp) 📇 🏠 - Drive a local Playwright browser through residential proxies with a chosen exit country or city and a sticky identity per task.
 - [agent-infra/mcp-server-browser](https://github.com/bytedance/UI-TARS-desktop/tree/main/packages/agent-infra/mcp-servers/browser) 📇 🏠 - Browser automation using Puppeteer, supporting local and remote browser connections.
- [Agent360dk/browser-mcp](https://github.com/Agent360dk/browser-mcp) [![Agent360dk/browser-mcp MCP server](https://glama.ai/mcp/servers/Agent360dk/browser-mcp/badges/score.svg)](https://glama.ai/mcp/servers/Agent360dk/browser-mcp) 📇 🏠 - Control your real, logged-in Chrome browser via an extension, with multiple concurrent color-coded sessions.
+- [Ahtasham00/tactab](https://github.com/Ahtasham00/tactab) [![Ahtasham00/tactab MCP server](https://glama.ai/mcp/servers/Ahtasham00/tactab/badges/score.svg)](https://glama.ai/mcp/servers/Ahtasham00/tactab) 📇 🏠 - Tactile browser control and multimodal visual vision MCP bridge for Google Chrome.
 - [AishwaryShrivastav/vibe-testing](https://github.com/AishwaryShrivastav/vibe-testing) [![AishwaryShrivastav/vibe-testing MCP server](https://glama.ai/mcp/servers/AishwaryShrivastav/vibe-testing/badges/score.svg)](https://glama.ai/mcp/servers/AishwaryShrivastav/vibe-testing) 📇 🏠 🍎 🪟 🐧 - Code-aware browser testing that reads routes, forms and existing tests, runs Playwright scenarios, and keeps regression history and screenshot reports.
 - [alex-on-ai/WebReaper](https://github.com/alex-on-ai/WebReaper) [![alex-on-ai/WebReaper MCP server](https://glama.ai/mcp/servers/alex-on-ai/WebReaper/badges/score.svg)](https://glama.ai/mcp/servers/alex-on-ai/WebReaper) #️⃣ 🏠 🍎 🪟 🐧 - Web scraper that returns clean Markdown, distributed as a single binary.
 - [parastejpal987-cmyk/opticparse-public](https://github.com/parastejpal987-cmyk/opticparse-public) [![opticparse-public MCP server](https://glama.ai/mcp/servers/parastejpal987-cmyk/opticparse-public/badges/score.svg)](https://glama.ai/mcp/servers/parastejpal987-cmyk/opticparse-public) 🐍 🏠 ☁️ 🍎 🪟 🐧 - Visual, multimodal web scraping without CSS selectors, plus phishing and crypto drainer detection.
@@ -510,6 +514,7 @@ Web content access and automation capabilities. Enables searching, scraping, and
 - [dashi96/chromium-bridge](https://github.com/dashi96/chromium-bridge) [![dashi96/chromium-bridge MCP server](https://glama.ai/mcp/servers/@dashi96/chromium-bridge/badges/score.svg)](https://glama.ai/mcp/servers/@dashi96/chromium-bridge) 📇 🏠 🍎 🪟 🐧 - Control Chromium-based browsers such as Arc, Vivaldi and Brave via an extension: navigate, click, read pages, run JavaScript and record GIFs.
 - [dmytrome/groundhog](https://github.com/dmytrome/groundhog) [![dmytrome/groundhog MCP server](https://glama.ai/mcp/servers/dmytrome/groundhog/badges/score.svg)](https://glama.ai/mcp/servers/dmytrome/groundhog) 🐍 🏠 🍎 🪟 🐧 - Web search, reading and research through stealth-patched Chrome: strips hidden text, ranks passages across sources and returns SHA-256 provenance receipts.
 - [eat-pray-ai/yutu](https://github.com/eat-pray-ai/yutu) 🏎️ 🏠 🍎 🐧 🪟 - Automate YouTube operations, also available as a CLI.
 - [Eric-huang799/duplex](https://github.com/Eric-huang799/duplex) [![Eric-huang799/duplex MCP server](https://glama.ai/mcp/servers/Eric-huang799/duplex/badges/score.svg)](https://glama.ai/mcp/servers/Eric-huang799/duplex) 📇 🏠 🍎 🪟 🐧 - A browser shared by a human and an AI — same tabs, same live session; 24 MCP tools (snapshot, click, type, screenshot, tabs, annotations), built-in models or any MCP client, Esc takeover.
 - [executeautomation/playwright-mcp-server](https://github.com/executeautomation/mcp-playwright) 📇 - Browser automation and web scraping using Playwright.
 - [eyalzh/browser-control-mcp](https://github.com/eyalzh/browser-control-mcp) 📇 🏠 - Control the user's Firefox browser via a companion extension.
 - [feedthrough/feedthrough](https://github.com/feedthrough/feedthrough) [![feedthrough/feedthrough MCP server](https://glama.ai/mcp/servers/feedthrough/feedthrough/badges/score.svg)](https://glama.ai/mcp/servers/feedthrough/feedthrough) 📇 🏠 🍎 🪟 🐧 - In-page debug bridge for web apps: read the DOM, console logs and network requests and interact with the page, in any browser or Cypress/Playwright run.
@@ -521,6 +526,7 @@ Web content access and automation capabilities. Enables searching, scraping, and
 - [SanggonBoy/PyreCrawl](https://github.com/SanggonBoy/PyreCrawl) [![SanggonBoy/PyreCrawl MCP server](https://glama.ai/mcp/servers/SanggonBoy/PyreCrawl/badges/score.svg)](https://glama.ai/mcp/servers/SanggonBoy/PyreCrawl) 🐍 🏠 🍎 🪟 🐧 - Self-hosted web scraping: scrape, extract, crawl, map, search, academic papers, research and monitoring, with a tiered fallback including Cloudflare bypass.
 - [segentic-lab/periscope-mcp](https://github.com/segentic-lab/periscope-mcp) [![segentic-lab/periscope-mcp MCP server](https://glama.ai/mcp/servers/segentic-lab/periscope-mcp/badges/score.svg)](https://glama.ai/mcp/servers/segentic-lab/periscope-mcp) 🐍 🏠 - Website testing with Playwright: assertions, auto form-fill, persistent logins, network mocking, and accessibility, SEO, GEO and Lighthouse audits.
 - [sh6drack/zen-mcp](https://github.com/sh6drack/zen-mcp) [![sh6drack/zen-mcp MCP server](https://glama.ai/mcp/servers/sh6drack/zen-mcp/badges/score.svg)](https://glama.ai/mcp/servers/sh6drack/zen-mcp) 📇 🏠 - Zen Browser automation via WebDriver BiDi: navigation, form filling, screenshots and JavaScript evaluation.
 - [hahahahahahahahah6/browser-buddy](https://github.com/hahahahahahahahah6/browser-buddy) [![hahahahahahahahah6/browser-buddy MCP server](https://glama.ai/mcp/servers/hahahahahahahahah6/browser-buddy/badges/score.svg)](https://glama.ai/mcp/servers/hahahahahahahahah6/browser-buddy) 🐍 - MCP server + Chrome extension (MV3) that lets coding agents read pages through the user's real, logged-in Chrome; stdlib-only, local.
 - [hanzili/comet-mcp](https://github.com/hanzili/comet-mcp) 📇 🏠 🍎 - Connect to the Perplexity Comet browser for agentic browsing, deep research and real-time task monitoring.
 - [hshintelligence/agent-scrape](https://github.com/hshintelligence/agent-scrape) [![hshintelligence/agent-scrape MCP server](https://glama.ai/mcp/servers/hshintelligence/agent-scrape/badges/score.svg)](https://glama.ai/mcp/servers/hshintelligence/agent-scrape) 📇 ☁️ - Pay-per-call web scraping via x402 on Base, with structured extraction, screenshots, metadata, browser sessions and workflows.
 - [hunglp97/tabpilot-mcp](https://github.com/hunglp97/tabpilot-mcp) [![hunglp97/tabpilot-mcp MCP server](https://glama.ai/mcp/servers/hunglp97/tabpilot-mcp/badges/score.svg)](https://glama.ai/mcp/servers/hunglp97/tabpilot-mcp) 🐍 🏠 🍎 🪟 🐧 - Drive your open, logged-in Chrome with token-budgeted page reading, complex SPA form and survey handling, and headless Ubuntu support.
@@ -558,6 +564,7 @@ Web content access and automation capabilities. Enables searching, scraping, and
 - [reeinharddd/snapmcp](https://github.com/reeinharddd/snapmcp) [![reeinharddd/snapmcp MCP server](https://glama.ai/mcp/servers/reeinharddd/snapmcp/badges/score.svg)](https://glama.ai/mcp/servers/reeinharddd/snapmcp) 📇 🏠 🍎 🪟 🐧 - Render terminal output, syntax-highlighted code, web pages, Markdown, HTML and git diffs as PNG, JPEG, PDF or GIF locally via Playwright.
 - [recursechat/mcp-server-apple-shortcuts](https://github.com/recursechat/mcp-server-apple-shortcuts) 📇 🏠 🍎 - Integration with Apple Shortcuts.
 - [Retio-ai/pagemap](https://github.com/Retio-ai/Retio-pagemap) 🐍 🏠 - Compress web page HTML into compact structured maps that preserve actionable elements, so agents can read and interact with pages using fewer tokens.
 - [Savvy-Tech-Sphere/usable-browser-agent-free](https://github.com/Savvy-Tech-Sphere/usable-browser-agent-free) [![Savvy-Tech-Sphere/usable-browser-agent-free MCP server](https://glama.ai/mcp/servers/Savvy-Tech-Sphere/usable-browser-agent-free/badges/score.svg)](https://glama.ai/mcp/servers/Savvy-Tech-Sphere/usable-browser-agent-free) 📇 🏠 🍎 - MCP server plus Firefox add-on that lets your agent work in your real, logged-in Firefox: accessibility snapshots with stable element refs, logins filled by alias from a local vault, hardened mode by default. Free for personal use.
 - [ScrapeUnblocker/scrapeunblocker-mcp](https://github.com/ScrapeUnblocker/scrapeunblocker-mcp) [![ScrapeUnblocker/scrapeunblocker-mcp MCP server](https://glama.ai/mcp/servers/ScrapeUnblocker/scrapeunblocker-mcp/badges/score.svg)](https://glama.ai/mcp/servers/ScrapeUnblocker/scrapeunblocker-mcp) 📇 🏠 🍎 🪟 🐧 - Fetch web page HTML, AI-parsed JSON or Google results through the ScrapeUnblocker anti-bot API.
 - [screenshotscout/screenshotscout-mcp](https://github.com/screenshotscout/screenshotscout-mcp) [![screenshotscout/screenshotscout-mcp MCP server](https://glama.ai/mcp/servers/screenshotscout/screenshotscout-mcp/badges/score.svg)](https://glama.ai/mcp/servers/screenshotscout/screenshotscout-mcp) 📇 ☁️ - Capture web pages as images or PDFs with element targeting, device and viewport controls, location selection, page interactions and blocking options.
 - [seleniumbase/SeleniumBase](https://github.com/seleniumbase/SeleniumBase) [![seleniumbase/SeleniumBase MCP server](https://glama.ai/mcp/servers/seleniumbase/SeleniumBase/badges/score.svg)](https://glama.ai/mcp/servers/seleniumbase/SeleniumBase) 🐍 🏠 🍎 🪟 🐧 - Browser automation, testing and bot-detection bypass using SeleniumBase CDP Mode with Chromium, including click-based CAPTCHA solving.
@@ -585,6 +592,7 @@ Web content access and automation capabilities. Enables searching, scraping, and
 Cloud platform service integration. Enables management and interaction with cloud infrastructure and services.
 - [dockndevai/mcp-keycloak](https://github.com/dockndevai/mcp-keycloak) [![dockndevai/mcp-keycloak MCP server](https://glama.ai/mcp/servers/dockndevai/mcp-keycloak/badges/score.svg)](https://glama.ai/mcp/servers/dockndevai/mcp-keycloak) 📇 🏠 🍎 🪟 🐧 - Keycloak multi-realm admin (users, clients, roles, groups) — safe-by-default access modes, realm allowlists, protected realms, delete gating, dry-run, and audit logging. `npx -y @dockndevai/mcp-keycloak`
 - [dockndevai/mcp-kubernetes](https://github.com/dockndevai/mcp-kubernetes) [![dockndevai/mcp-kubernetes MCP server](https://glama.ai/mcp/servers/dockndevai/mcp-kubernetes/badges/score.svg)](https://glama.ai/mcp/servers/dockndevai/mcp-kubernetes) 📇 🏠 🍎 🪟 🐧 - Multi-cluster Kubernetes monitoring and operations with safe access modes, namespace allowlists, gated delete/apply/exec, dry-run and audit logging.
 - [AIops-tools/K8s-AIops](https://github.com/AIops-tools/K8s-AIops) [![AIops-tools/K8s-AIops MCP server](https://glama.ai/mcp/servers/AIops-tools/K8s-AIops/badges/score.svg)](https://glama.ai/mcp/servers/AIops-tools/K8s-AIops) 🐍 🏠 - Governed Kubernetes operations for k3s, EKS, GKE and AKS: workloads, jobs, config, storage, networking and rollouts, with audit logging, dry-run and rollback.
 - [dockndevai/mcp-oci](https://github.com/dockndevai/mcp-oci) [![dockndevai/mcp-oci MCP server](https://glama.ai/mcp/servers/dockndevai/mcp-oci/badges/score.svg)](https://glama.ai/mcp/servers/dockndevai/mcp-oci) 📇 🏠 🍎 🪟 🐧 - Read-only Oracle Cloud (OCI) resource discovery, dependency mapping and reproducible Terraform generation, with secret redaction.
@@ -648,6 +656,7 @@ Cloud platform service integration. Enables management and interaction with clou
 - [lizard-build/lizard-mcp](https://github.com/lizard-build/lizard-mcp) [![lizard-build/lizard-mcp MCP server](https://glama.ai/mcp/servers/lizard-build/lizard-mcp/badges/score.svg)](https://glama.ai/mcp/servers/lizard-build/lizard-mcp) 🎖️ 📇 ☁️ - Deploy services on Lizard with managed Postgres, Redis and S3, logs and metrics, secrets, scaling and custom domains.
 - [localstack/localstack-mcp-server](https://github.com/localstack/localstack-mcp-server) 🎖️ 📇 🏠 - Manage LocalStack local AWS environments: lifecycle operations, infrastructure deployments, log analysis, fault injection and state management.
 - [luno-cms/mcp](https://github.com/luno-cms/mcp) [![luno-cms/mcp MCP server](https://glama.ai/mcp/servers/luno-cms/mcp/badges/score.svg)](https://glama.ai/mcp/servers/luno-cms/mcp) 🎖️ 📇 ☁️ - LUNO hosted backend platform: CMS, forms, auth and storage. Unrelated to the Luno cryptocurrency exchange.
 - [M-Yamashita01/cloudflare-mcp-go](https://github.com/M-Yamashita01/cloudflare-mcp-go) [![M-Yamashita01/cloudflare-mcp-go MCP server](https://glama.ai/mcp/servers/M-Yamashita01/cloudflare-mcp-go/badges/score.svg)](https://glama.ai/mcp/servers/M-Yamashita01/cloudflare-mcp-go) 🏎️ ☁️ - Cloudflare API v4 server: 28 tools across zones, DNS, WAF/firewall, rate limits, HTTP request logs, Security Center insights, and threat intelligence (IP/domain/ASN/WHOIS/passive DNS). Currently read-only. Install with `go run github.com/M-Yamashita01/cloudflare-mcp-go@latest`.
 - [manusa/Kubernetes MCP Server](https://github.com/manusa/kubernetes-mcp-server) 🏎️ 🏠 - Kubernetes and OpenShift management: CRUD operations on any resource plus specialized cluster tools.
 - [mikusnuz/dynadot-mcp](https://github.com/mikusnuz/dynadot-mcp) [![mikusnuz/dynadot-mcp MCP server](https://glama.ai/mcp/servers/mikusnuz/dynadot-mcp/badges/score.svg)](https://glama.ai/mcp/servers/mikusnuz/dynadot-mcp) 📇 ☁️ - Dynadot domain registrar API: domain search, registration, DNS, contacts, transfers and marketplace.
 - [mctlhq/mctl-mcp](https://github.com/mctlhq/mctl-mcp) [![mctl-mcp MCP server](https://glama.ai/mcp/servers/mctlhq/mctl-mcp/badges/score.svg)](https://glama.ai/mcp/servers/mctlhq/mctl-mcp) ☁️ - Kubernetes management and automated GitOps.
@@ -659,6 +668,7 @@ Cloud platform service integration. Enables management and interaction with clou
 - [Novence-ai/mcp](https://github.com/Novence-ai/mcp) [![Novence-ai/mcp MCP server](https://glama.ai/mcp/servers/Novence-ai/mcp/badges/score.svg)](https://glama.ai/mcp/servers/Novence-ai/mcp) 📇 ☁️ - Create, check, deploy and host static sites.
 - [ni-c/wg-easy-mcp](https://github.com/ni-c/wg-easy-mcp) [![ni-c/wg-easy-mcp MCP server](https://glama.ai/mcp/servers/ni-c/wg-easy-mcp/badges/score.svg)](https://glama.ai/mcp/servers/ni-c/wg-easy-mcp) 📇 🏠 🍎 🪟 🐧 - Administer a self-hosted wg-easy (WireGuard Easy) instance: manage VPN clients, fetch configs and QR codes, create one-time links and check server status.
 - [nwiizo/tfmcp](https://github.com/nwiizo/tfmcp) 🦀 🏠 - Manage Terraform environments: read configurations, analyze plans, apply configurations and manage state.
 - [oborseth/Porkbun-MCP](https://github.com/oborseth/Porkbun-MCP) [![oborseth/Porkbun-MCP MCP server](https://glama.ai/mcp/servers/oborseth/Porkbun-MCP/badges/score.svg)](https://glama.ai/mcp/servers/oborseth/Porkbun-MCP) 🎖️ 📇 ☁️ 🍎 🪟 🐧 - Official Porkbun server: domain availability and pricing, registration and renewals, DNS records, nameservers, DNSSEC, URL forwarding, DNS restore points, static hosting deploys and Cloudflare-connected domains. Also hosted at https://mcp.porkbun.com/mcp with Porkbun sign-in.
 - [openpouch/openpouch](https://github.com/openpouch/openpouch) [![openpouch/openpouch MCP server](https://glama.ai/mcp/servers/openpouch/openpouch/badges/score.svg)](https://glama.ai/mcp/servers/openpouch/openpouch) 🎖️ 📇 ☁️ - App hosting for agents: deploy to a live URL, verify, view logs, inspect, roll back and delete, with human approval for production.
 - [openstack-kr/python-openstackmcp-server](https://github.com/openstack-kr/python-openstackmcp-server) 🐍 ☁️ - OpenStack cloud infrastructure management based on openstacksdk.
 - [ofershap/mcp-server-cloudflare](https://github.com/ofershap/mcp-server-cloudflare) [![mcp-server-cloudflare MCP server](https://glama.ai/mcp/servers/ofershap/mcp-server-cloudflare/badges/score.svg)](https://glama.ai/mcp/servers/ofershap/mcp-server-cloudflare) 📇 ☁️ - Manage Cloudflare Workers, KV, R2, Pages, DNS and cache.
@@ -746,6 +756,7 @@ Full coding agents that enable LLMs to read, edit, and execute code and solve ge
 - [abnegate/magents](https://github.com/abnegate/magents) [![abnegate/magents MCP server](https://glama.ai/mcp/servers/abnegate/magents/badges/score.svg)](https://glama.ai/mcp/servers/abnegate/magents) 🦀 🏠 🍎 🐧 - Shared session bus for coding agents such as Claude Code, Codex and Grok: list, read, hand off, message and spawn live agent sessions via MCP or CLI.
 - [5dive-ai/5dive-mcp](https://github.com/5dive-ai/5dive-mcp) [![5dive-mcp MCP server](https://glama.ai/mcp/servers/5dive-ai/5dive-mcp/badges/score.svg)](https://glama.ai/mcp/servers/5dive-ai/5dive-mcp) 📇 🏠 🍎 🪟 🐧 - Manage a 5dive agent fleet: file tasks, message and inspect agents, and read the fleet digest.
 - [agent-blueprint/mcp-server](https://github.com/agent-blueprint/mcp-server) [![agent-blueprint/mcp-server MCP server](https://glama.ai/mcp/servers/agent-blueprint/mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/agent-blueprint/mcp-server) 📇 ☁️ - Explore and download AI agent blueprints: list them, get summaries and download full Agent Skills directories for coding agents to implement.
 - [dimitrihilverda/claude-session-relay](https://github.com/dimitrihilverda/claude-session-relay) [![dimitrihilverda/claude-session-relay MCP server](https://glama.ai/mcp/servers/dimitrihilverda/claude-session-relay/badges/score.svg)](https://glama.ai/mcp/servers/dimitrihilverda/claude-session-relay) ☁️ 🍎 🪟 🐧 - Self-hosted relay where coding-agent sessions on different machines share a team board, message each other and check for git conflicts, with isolated teams, private sessions and an OAuth MCP endpoint for Claude in the cloud.
 - [dugubuyan/agent-nexus](https://github.com/dugubuyan/agent-nexus) [![AgentNexus MCP server](https://glama.ai/mcp/servers/dugubuyan/agent-nexus/badges/score.svg)](https://glama.ai/mcp/servers/dugubuyan/agent-nexus) 🐍 🏠 ☁️ - Document exchange for coding agents across services: versioned Markdown store, pub-sub notifications with structured diffs and lifecycle stage tracking.
 - [agentic-mcp-tools/owlex](https://github.com/agentic-mcp-tools/owlex) 🐍 🏠 🍎 🪟 🐧 - AI council: query CLI agents (Claude Code, Codex, Gemini and OpenCode) in parallel with deliberation rounds.
 - [sshahzaiib/agy-bridge](https://github.com/sshahzaiib/agy-bridge) [![sshahzaiib/agy-bridge MCP server](https://glama.ai/mcp/servers/sshahzaiib/agy-bridge/badges/score.svg)](https://glama.ai/mcp/servers/sshahzaiib/agy-bridge) 📇 🏠 🍎 🪟 🐧 - Delegate tasks to the Antigravity CLI (Gemini): file analysis, repo archaeology, web lookups and second-opinion code reviews, with quota-aware model failover.
@@ -881,6 +892,7 @@ Integration with communication platforms for message management and channel oper
 - [bababoi-bibilabu/agent-mq](https://github.com/bababoi-bibilabu/agent-mq) [![agent-mq MCP server](https://glama.ai/mcp/servers/bababoi-bibilabu/agent-mq/badges/score.svg)](https://glama.ai/mcp/servers/bababoi-bibilabu/agent-mq) 📇 ☁️ 🏠 - Message queue that lets AI coding assistants message each other across sessions and machines. Self-hostable.
 - [areweai/tsgram-mcp](https://github.com/areweai/tsgram-mcp) - Use Claude with local workspace access from Telegram on your phone: read, write and code on the go.
 - [arpitbatra123/mcp-googletasks](https://github.com/arpitbatra123/mcp-googletasks) 📇 ☁️ - Interface with the Google Tasks API.
 - [belaytzev/Telebrief](https://github.com/belaytzev/Telebrief) [![belaytzev/Telebrief MCP server](https://glama.ai/mcp/servers/belaytzev/Telebrief/badges/score.svg)](https://glama.ai/mcp/servers/belaytzev/Telebrief) 🐍 🏠 - Self-hosted digests of your Telegram channels over MCP: AI summaries, the last digest and raw per-channel messages, with OpenAI, Anthropic or Ollama.
 - [BigCactusLabs/dead-letter](https://github.com/BigCactusLabs/dead-letter) [![BigCactusLabs/dead-letter MCP server](https://glama.ai/mcp/servers/BigCactusLabs/dead-letter/badges/score.svg)](https://glama.ai/mcp/servers/BigCactusLabs/dead-letter) 🐍 🏠 - Convert .eml exports to Markdown with YAML front matter for RAG pipelines: thread splitting, signature stripping, attachment extraction and calendar parsing.
 - [Cactusinhand/mcp_server_notify](https://github.com/Cactusinhand/mcp_server_notify) 🐍 🏠 - Send desktop notifications with a sound effect when agent tasks complete.
 - [carterlasalle/mac_messages_mcp](https://github.com/carterlasalle/mac_messages_mcp) 🏠 🍎 - Query, analyze, send and receive iMessage conversations, with phone number validation, attachments, contacts and group chats.
@@ -945,6 +957,7 @@ Integration with communication platforms for message management and channel oper
 - [jagan-shanmugam/mattermost-mcp-host](https://github.com/jagan-shanmugam/mattermost-mcp-host) 🐍 🏠 - Access Mattermost teams, channels and messages, plus an MCP host running as a Mattermost bot that can use configured MCP servers.
 - [jaimenbell/discord-mcp](https://github.com/jaimenbell/discord-mcp) [![jaimenbell/discord-mcp MCP server](https://glama.ai/mcp/servers/jaimenbell/discord-mcp/badges/score.svg)](https://glama.ai/mcp/servers/jaimenbell/discord-mcp) 🐍 ☁️ - Discord REST API: list channels, categories, roles and permission overwrites, with channel, role, guild and message management tools disabled by default.
 - [jaipandya/producthunt-mcp-server](https://github.com/jaipandya/producthunt-mcp-server) 🐍 🏠 - Interact with Product Hunt trending posts, comments, collections, users and more.
 - [jamalofski/mailprobe-mcp](https://github.com/jamalofski/mailprobe-mcp) [![jamalofski/mailprobe-mcp MCP server](https://glama.ai/mcp/servers/jamalofski/mailprobe-mcp/badges/score.svg)](https://glama.ai/mcp/servers/jamalofski/mailprobe-mcp) [![MailProbe MCP connector](https://glama.ai/mcp/connectors/dev.mailprobe/mailprobe/badges/score.svg)](https://glama.ai/mcp/connectors/dev.mailprobe/mailprobe) 🎖️ 📇 ☁️ 🏠 - Email verification in real time, without sending anything: a valid, risky, invalid or unknown status with a score, disposable, role-based and catch-all detection, and typo suggestions. Remote server or local stdio package, hosted in France.
 - [joinly-ai/joinly](https://github.com/joinly-ai/joinly) 🐍 ☁️ - Send bots to browser-based meetings (Zoom, Teams, Google Meet) to gather live transcripts, speak text and post in the meeting chat.
 - [kushneryk/join.cloud](https://github.com/kushneryk/join.cloud) [![kushneryk/join.cloud MCP server](https://glama.ai/mcp/servers/kushneryk/join.cloud/badges/score.svg)](https://glama.ai/mcp/servers/kushneryk/join.cloud) 📇 ☁️ 🏠 - Collaboration rooms for AI agents: create and join rooms and exchange real-time messages over MCP or A2A. Self-hostable.
 - [jtalk22/slack-mcp-server](https://github.com/jtalk22/slack-mcp-server) 📇 ☁️ 🏠 🍎 🪟 🐧 - Slack DMs, channels, threads and search without an OAuth app or admin approval.
@@ -996,6 +1009,7 @@ Integration with communication platforms for message management and channel oper
 - [qq418716640/botbell-mcp](https://github.com/qq418716640/botbell-mcp) [![qq418716640/botbell-mcp MCP server](https://glama.ai/mcp/servers/qq418716640/botbell-mcp/badges/score.svg)](https://glama.ai/mcp/servers/qq418716640/botbell-mcp) 📇 ☁️ - Send push notifications to iPhone, iPad and Mac via BotBell, with two-way replies, action buttons, Markdown and multi-bot management.
 - [saseq/discord-mcp](https://github.com/SaseQ/discord-mcp) ☕ 📇 🏠 🍎 🪟 🐧 - Interact with Discord and automate tasks.
 - [sawa-zen/vrchat-mcp](https://github.com/sawa-zen/vrchat-mcp) 📇 🏠 - Interact with the VRChat API: retrieve information about friends, worlds, avatars and more.
 - [sdyuyouth/agenthop](https://github.com/sdyuyouth/agenthop) [![sdyuyouth/agenthop MCP server](https://glama.ai/mcp/servers/@sdyuyouth/agenthop/badges/score.svg)](https://glama.ai/mcp/servers/@sdyuyouth/agenthop) 📇 ☁️ 🏠 🍎 🪟 🐧 - Let two agents on machines with no public address talk directly: pair with a short code over an end-to-end encrypted relay (hosted or self-hosted), send files, and invite saved contacts by name.
 - [Sealjay/mcp-hey](https://github.com/Sealjay/mcp-hey) [![Sealjay/mcp-hey MCP server](https://glama.ai/mcp/servers/Sealjay/mcp-hey/badges/score.svg)](https://glama.ai/mcp/servers/Sealjay/mcp-hey) 📇 🏠 🍎 - Local access to Hey.com email via a cached session: read, search, send, reply and manage the Screener.
 - [Sendmux/sendmux-sdk](https://github.com/Sendmux/sendmux-sdk/tree/main/packages/python/mcp) [![Sendmux/sendmux-sdk MCP server](https://glama.ai/mcp/servers/Sendmux/sendmux-sdk/badges/score.svg)](https://glama.ai/mcp/servers/Sendmux/sendmux-sdk) 🐍 ☁️ 🏠 - Email inboxes for AI agents via Sendmux: receive, search and send mail.
 - [serhiizghama/viber-mcp](https://github.com/serhiizghama/viber-mcp) [![serhiizghama/viber-mcp MCP server](https://glama.ai/mcp/servers/serhiizghama/viber-mcp/badges/score.svg)](https://glama.ai/mcp/servers/serhiizghama/viber-mcp) 📇 ☁️ - Viber Bot REST API: send text, media, files, locations and contacts, broadcast messages, manage webhooks and inspect account and user details.
@@ -1050,6 +1064,7 @@ Tools for encrypting and decrypting data.
 Provides access to customer profiles inside of customer data platforms
 - [Aleksey-Panf/b2b-enrichment-mcp](https://github.com/Aleksey-Panf/b2b-enrichment-mcp) [![Aleksey-Panf/b2b-enrichment-mcp MCP server](https://glama.ai/mcp/servers/Aleksey-Panf/b2b-enrichment-mcp/badges/score.svg)](https://glama.ai/mcp/servers/Aleksey-Panf/b2b-enrichment-mcp) 🐍 ☁️ - B2B lead enrichment via Hunter.io and Apollo: email discovery, domain search, company data and contact verification.
 - [anpekesen/namegender-mcp](https://github.com/anpekesen/namegender-mcp) [![anpekesen/namegender-mcp MCP server](https://glama.ai/mcp/servers/anpekesen/namegender-mcp/badges/score.svg)](https://glama.ai/mcp/servers/anpekesen/namegender-mcp) 🎖️ 📇 ☁️ - Gender from names, emails and usernames via NameGender, with probability, sample size and source on every answer, bulk lookups of up to 100 values and the countries a name is recorded in.
 - [azmartone67/dchub-mcp-server](https://github.com/azmartone67/dchub-mcp-server) [![azmartone67/dchub-mcp-server MCP server](https://glama.ai/mcp/servers/azmartone67/dchub-mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/azmartone67/dchub-mcp-server) 📇 ☁️ - Data center, power and gas intelligence from DC Hub: facilities, US power market scores, M&A deals, ISO grid telemetry, fiber routes and energy prices.
 - [antv/mcp-server-chart](https://github.com/antvis/mcp-server-chart) 🎖️ 📇 ☁️ - Generate visual charts using AntV.
 - [bouncewatch/mcp](https://github.com/bouncewatch/mcp) [![bouncewatch/mcp MCP server](https://glama.ai/mcp/servers/bouncewatch/mcp/badges/score.svg)](https://glama.ai/mcp/servers/bouncewatch/mcp) 🎖️ ☁️ - Track company events such as funding, senior hires, partnerships and expansion, with dated, weighted signals, natural-language queries and watch alerts.
@@ -1166,6 +1181,7 @@ Secure database access with schema inspection capabilities. Enables querying and
 - [quarkiverse/mcp-server-jdbc](https://github.com/quarkiverse/quarkus-mcp-servers/tree/main/jdbc) ☕ 🏠 - Connect to any JDBC-compatible database to query, insert, update, delete and more.
 - [questdb/mcp-server-questdb](https://github.com/questdb/mcp-server-questdb) [![questdb/mcp-server-questdb MCP server](https://glama.ai/mcp/servers/questdb/mcp-server-questdb/badges/score.svg)](https://glama.ai/mcp/servers/questdb/mcp-server-questdb) 🎖️ 📇 🏠 - Drive the QuestDB Web Console: notebook cells, SQL queries and charts on live time-series data.
 - [rashidazarang/airtable-mcp](https://github.com/rashidazarang/airtable-mcp) 🐍 ☁️ - Airtable integration: query, create, update and delete records, manage bases, tables and schemas, filter records and migrate data.
 - [scoretracker4321/json-mcp-lite](https://github.com/scoretracker4321/json-mcp-lite) [![scoretracker4321/json-mcp-lite MCP server](https://glama.ai/mcp/servers/scoretracker4321/json-mcp-lite/badges/score.svg)](https://glama.ai/mcp/servers/scoretracker4321/json-mcp-lite) 📇 🏠 🍎 🪟 🐧 - Serve any JSON file (catalogue, FAQ, price list) as read-only list, keyword search and get-by-id tools over stdio, configured with CLI flags.
 - [Yusufihsangorgel/queue-inspector-mcp](https://github.com/Yusufihsangorgel/queue-inspector-mcp) [![Yusufihsangorgel/queue-inspector-mcp MCP server](https://glama.ai/mcp/servers/Yusufihsangorgel/queue-inspector-mcp/badges/score.svg)](https://glama.ai/mcp/servers/Yusufihsangorgel/queue-inspector-mcp) 📇 🏠 - Inspect and operate Redis-backed Asynq and BullMQ job queues: per-state counts, decoded job payloads and errors, retry and delete, with a read-only mode.
 - [redis/mcp-redis](https://github.com/redis/mcp-redis) 🐍 🏠 - Manage and search data in Redis.
 - [Rheopyrin/db-access-mcp](https://github.com/Rheopyrin/db-access-mcp) [![Rheopyrin/db-access-mcp MCP server](https://glama.ai/mcp/servers/Rheopyrin/db-access-mcp/badges/score.svg)](https://glama.ai/mcp/servers/Rheopyrin/db-access-mcp) 📇 🏠 🍎 🪟 🐧 - Query PostgreSQL, MySQL, Redshift and SQL Server over SSH or AWS SSM tunnels, with read-only enforcement, confined exports and pluggable secret providers.
@@ -1268,6 +1284,7 @@ Data Platforms for data integration, transformation and pipeline orchestration.
 - [ARADIA-systems/aradia-mcp-server](https://github.com/ARADIA-systems/aradia-mcp-server) [![ARADIA-systems/aradia-mcp-server MCP server](https://glama.ai/mcp/servers/ARADIA-systems/aradia-mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/ARADIA-systems/aradia-mcp-server) 🎖️ 📇 ☁️ 🏠 🐧 - On-premise private AI systems from ARADIA on NVIDIA DGX hardware: hardware sizing, ROI modeling, partner onboarding, procurement and order tracking.
 - [iyashjayesh/tokenchit](https://github.com/iyashjayesh/tokenchit) [![iyashjayesh/tokenchit MCP server](https://glama.ai/mcp/servers/iyashjayesh/tokenchit/badges/score.svg)](https://glama.ai/mcp/servers/iyashjayesh/tokenchit) 📇 🏠 🍎 🪟 🐧 - Reads local Claude Code, Codex and OpenCode usage logs: token totals, daily and hourly activity, per-agent and per-model breakdowns and a year-in-review recap.
 - [kyle641320/true-memory-fragments](https://github.com/kyle641320/true-memory-fragments) [![kyle641320/true-memory-fragments MCP server](https://glama.ai/mcp/servers/kyle641320/true-memory-fragments/badges/score.svg)](https://glama.ai/mcp/servers/kyle641320/true-memory-fragments) 🐍 🏠 - Checks source-context freshness against a Git working tree and retrieves source-linked code relationships to surface stale knowledge and cross-file impact.
 - [mahdibrr/dev-error-explainers](https://github.com/mahdibrr/dev-error-explainers) [![mahdibrr/dev-error-explainers MCP server](https://glama.ai/mcp/servers/mahdibrr/dev-error-explainers/badges/score.svg)](https://glama.ai/mcp/servers/mahdibrr/dev-error-explainers) 📇 🏠 🍎 🪟 🐧 - Explains known developer errors offline and deterministically (CORS, ESM/CommonJS, npm ERESOLVE, Next.js build, Postgres connection and DATABASE_URL errors): cause, ranked fixes and the documentation link. One tool, no LLM, no network.
 - [rafim-dev/mcp-context-condenser](https://github.com/rafim-dev/mcp-context-condenser) [![rafim-dev/mcp-context-condenser MCP server](https://glama.ai/mcp/servers/rafim-dev/mcp-context-condenser/badges/score.svg)](https://glama.ai/mcp/servers/rafim-dev/mcp-context-condenser) 📇 🏠 🍎 🪟 🐧 - AST-based code outliner, log compressor and context budget analyzer to reduce LLM token usage.
 - [rafim-dev/mcp-doctor](https://github.com/rafim-dev/mcp-doctor) [![rafim-dev/mcp-doctor MCP server](https://glama.ai/mcp/servers/rafim-dev/mcp-doctor/badges/score.svg)](https://glama.ai/mcp/servers/rafim-dev/mcp-doctor) 📇 🏠 🍎 🪟 🐧 - Health checks, binary validation and JSON auto-repair for MCP client configuration files.
 - [om-tajne/pkgdiet](https://github.com/om-tajne/pkgdiet) [![om-tajne/pkgdiet MCP server](https://glama.ai/mcp/servers/om-tajne/pkgdiet/badges/score.svg)](https://glama.ai/mcp/servers/om-tajne/pkgdiet) 📇 🏠 🍎 🪟 🐧 - AST-based dependency analyzer: flags unused packages, calculates actual install sizes and detects unmaintained dependencies.
@@ -1291,6 +1308,7 @@ Data Platforms for data integration, transformation and pipeline orchestration.
 - [MasterPlayspots/motionspec](https://github.com/MasterPlayspots/motionspec) [![MasterPlayspots/motionspec MCP server](https://glama.ai/mcp/servers/MasterPlayspots/motionspec/badges/score.svg)](https://glama.ai/mcp/servers/MasterPlayspots/motionspec) 📇 ☁️ 🏠 - Reduced-motion and WCAG 2.2.2/2.3.3 verification for web animation: validate animation specs and compile them into reduced-motion-safe CSS.
 - [SLP-DEV1/qwen-dap-mcp](https://github.com/SLP-DEV1/qwen-dap-mcp) [![SLP-DEV1/qwen-dap-mcp MCP server](https://glama.ai/mcp/servers/SLP-DEV1/qwen-dap-mcp/badges/score.svg)](https://glama.ai/mcp/servers/SLP-DEV1/qwen-dap-mcp) 📇 🏠 🪟 - DAP-to-MCP bridge for native debugging via CodeLLDB: stack frames, registers, locals, disassembly, memory, crash dumps and crash fix/verify workflows.
 - [TomD4vs/prumo](https://github.com/TomD4vs/prumo) [![TomD4vs/prumo MCP server](https://glama.ai/mcp/servers/TomD4vs/prumo/badges/score.svg)](https://glama.ai/mcp/servers/TomD4vs/prumo) 📇 🏠 🍎 🪟 🐧 - Checks coding-agent context files (CLAUDE.md, AGENTS.md, SKILL.md) against the git index: broken links, missing paths, undefined commands and drift.
 - [vamsiy78/ballmac-ui](https://github.com/vamsiy78/ballmac-ui) [![vamsiy78/ballmac-ui MCP server](https://glama.ai/mcp/servers/vamsiy78/ballmac-ui/badges/score.svg)](https://glama.ai/mcp/servers/vamsiy78/ballmac-ui) 📇 🏠 🍎 🪟 🐧 - Search, inspect and install Ballmac UI React + Tailwind components, blocks and templates, with props, keyboard notes and the exact shadcn install command, and plan whole pages from blocks.
 - [VerificateAI/verificate-mcp-quickstart](https://github.com/VerificateAI/verificate-mcp-quickstart) [![VerificateAI/verificate-mcp-quickstart MCP server](https://glama.ai/mcp/servers/VerificateAI/verificate-mcp-quickstart/badges/score.svg)](https://glama.ai/mcp/servers/VerificateAI/verificate-mcp-quickstart) 🎖️ 📇 ☁️ - Merge gate for AI-written code: catches placeholder code, unfailable tests, unsupported completion claims and nonexistent API calls, then returns a fix plan.
 - [Vivekpatil200320/CyberRescue](https://github.com/Vivekpatil200320/cyberrescue) [![cyberrescue MCP server](https://glama.ai/mcp/servers/Vivekpatil200320/cyberrescue/badges/score.svg)](https://glama.ai/mcp/servers/Vivekpatil200320/cyberrescue) 🐍 🏠 - Host-level telemetry gateway letting sandboxed agents fetch container logs and track kernel resource metrics.
 - [davidmosiah/delx-mcp-server](https://github.com/davidmosiah/delx-mcp-server) [![Delx MCP Server](https://glama.ai/mcp/servers/davidmosiah/delx-mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/davidmosiah/delx-mcp-server) 📇 🏠 ☁️ 🍎 🪟 🐧 - Local stdio bridge to the hosted Delx Protocol MCP endpoint, with client install, doctor checks and live tool discovery.
@@ -1449,6 +1467,7 @@ Tools and integrations that enhance the development workflow and environment man
 - [efremidze/swift-patterns-mcp](https://github.com/efremidze/swift-patterns-mcp) 📇 🏠 🍎 🪟 🐧 - Curated Swift and SwiftUI patterns and real-world code examples from sources like Swift by Sundell and SwiftLee.
 - [endorhq/cli](https://github.com/endorhq/cli) 📇 ☁️ 🏠 🪟 🐧 🍎 - Endor: run services like MariaDB, Postgres, Redis, Memcached, Alpine or Valkey as pre-configured apps in isolated sandboxes.
 - [endiagram/mcp](https://github.com/dushyant30suthar/endiagram-mcp) [![endiagram MCP server](https://glama.ai/mcp/servers/dushyant30suthar/endiagram-mcp/badges/score.svg)](https://glama.ai/mcp/servers/dushyant30suthar/endiagram-mcp) 📇 ☁️ - Deterministic structural analysis of systems described in EN syntax: topology, bottlenecks, blast radius, tracing, diffs and centrality.
 - [engineerdeep/buildtree-mcp](https://github.com/engineerdeep/buildtree-mcp) [![engineerdeep/buildtree-mcp MCP server](https://glama.ai/mcp/servers/engineerdeep/buildtree-mcp/badges/score.svg)](https://glama.ai/mcp/servers/engineerdeep/buildtree-mcp) 📇 ☁️ 🏠 🍎 🪟 🐧 - Share Android and iOS builds with testers: detects Expo, React Native or Flutter, runs the build, uploads the .apk or .ipa to buildtree, and returns install links, a QR code image and tester feedback.
 - [ericbrown/project-context-mcp](https://github.com/ericbrown/project-context-mcp) 🐍 🏠 - Exposes .context/ folder files as MCP resources so Claude Code can reference project documentation via @ mentions.
 - [etsd-tech/mcp-pointer](https://github.com/etsd-tech/mcp-pointer) 📇 🏠 🍎 🪟 🐧 - Visual DOM element selector for coding agents: a Chrome extension and server bridge to capture page elements with Option+Click.
 - [extentos/mcp-server](https://github.com/extentos/mcp-server) [![extentos/mcp-server MCP server](https://glama.ai/mcp/servers/extentos/mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/extentos/mcp-server) 🎖️ 📇 🏠 🍎 🪟 🐧 - Build smart-glasses apps: scaffold, validate and simulate Meta smart glasses integrations (camera capture, voice, audio) in Android and iOS apps.
@@ -1461,6 +1480,7 @@ Tools and integrations that enhance the development workflow and environment man
 - [freema/mcp-design-system-extractor](https://github.com/freema/mcp-design-system-extractor) 📇 🏠 - Extract component information from Storybook design systems: HTML, styles, props, dependencies, theme tokens and metadata.
 - [gavelcode/gavel](https://github.com/gavelcode/gavel) [![gavelcode/gavel MCP server](https://glama.ai/mcp/servers/gavelcode/gavel/badges/score.svg)](https://glama.ai/mcp/servers/gavelcode/gavel) 🏎️ 🏠 - Code-quality gate for Bazel monorepos: runs lint, coverage and architecture checks from the build graph and returns a pass/fail verdict.
 - [GeiserX/lynxprompt-mcp](https://github.com/GeiserX/lynxprompt-mcp) [![GeiserX/lynxprompt-mcp MCP server](https://glama.ai/mcp/servers/GeiserX/lynxprompt-mcp/badges/score.svg)](https://glama.ai/mcp/servers/GeiserX/lynxprompt-mcp) 🏎️ ☁️ 🍎 🪟 🐧 - LynxPrompt prompt management: create, search and organize AI prompts and AGENTS.md/CLAUDE.md configuration files.
 - [getdomovoi/osnova](https://github.com/getdomovoi/osnova) [![getdomovoi/osnova MCP server](https://glama.ai/mcp/servers/getdomovoi/osnova/badges/score.svg)](https://glama.ai/mcp/servers/getdomovoi/osnova) 📇 🏠 🍎 🪟 🐧 - Deterministic code map for AI coding agents: a tree-sitter symbol and call graph with exact file:line callers and callees, the evidence behind each edge, diff impact and test discovery across 20 languages.
 - [gitkraken/gk-cli](https://github.com/gitkraken/gk-cli) 🎖️ 🏎️ 🏠 ☁️ 🍎 🪟 🐧 - GitKraken CLI with an MCP server wrapping GitKraken APIs as well as Jira, GitHub, GitLab and more.
 - [GLips/Figma-Context-MCP](https://github.com/GLips/Figma-Context-MCP) 📇 🏠 - Gives coding agents direct access to Figma data to implement designs in one shot.
 - [gofireflyio/firefly-mcp](https://github.com/gofireflyio/firefly-mcp) 🎖️ 📇 ☁️ - Discover, manage and codify cloud resources with Firefly.
@@ -1518,6 +1538,7 @@ Tools and integrations that enhance the development workflow and environment man
 - [jonradoff/lightcms](https://github.com/jonradoff/lightcms) [![jonradoff/lightcms MCP server](https://glama.ai/mcp/servers/jonradoff/lightcms/badges/score.svg)](https://glama.ai/mcp/servers/jonradoff/lightcms) 🏎️ ☁️ - CMS managed via natural language: publish content and manage templates, assets, themes, redirects and multi-site forks, with versioning and semantic search.
 - [jordandalton/restcsv-mcp-server](https://github.com/JordanDalton/RestCsvMcpServer) 📇 ☁️ - Access CSV files via RestCSV.
 - [joshuarileydev/simulator-mcp-server](https://github.com/JoshuaRileyDev/simulator-mcp-server) 📇 🏠 - Control iOS Simulators.
 - [josifb/whichlib](https://github.com/josifb/whichlib) [![josifb/whichlib MCP server](https://glama.ai/mcp/servers/josifb/whichlib/badges/score.svg)](https://glama.ai/mcp/servers/josifb/whichlib) 📇 🏠 🍎 🪟 🐧 - Dependency picker for coding agents: recommends and compares GitHub repos for a need, scored 0-100 on momentum, maintenance, npm/PyPI downloads and license, with a one-line verdict.
 - [Jpisnice/shadcn-ui-mcp-server](https://github.com/Jpisnice/shadcn-ui-mcp-server) 📇 🏠 - Access shadcn/ui v4 components, blocks, demos and metadata.
 - [jsdelivr/globalping-mcp-server](https://github.com/jsdelivr/globalping-mcp-server) 🎖️ 📇 ☁️ - Run ping, traceroute, mtr, HTTP and DNS measurements from locations around the world via Globalping.
 - [julianbei/arno](https://github.com/julianbei/arno) [![julianbei/arno MCP server](https://glama.ai/mcp/servers/julianbei/ARNO/badges/score.svg)](https://glama.ai/mcp/servers/julianbei/ARNO) 🏎️ 🏠 🍎 🐧 - IDE for agents: read code by symbol, edit with compiler diagnostics, validate with the project's own build and tests, and revert to checkpoints.
@@ -1530,6 +1551,7 @@ Tools and integrations that enhance the development workflow and environment man
 - [kerbelp/metatron](https://github.com/kerbelp/metatron) [![kerbelp/metatron MCP server](https://glama.ai/mcp/servers/kerbelp/metatron/badges/score.svg)](https://glama.ai/mcp/servers/kerbelp/metatron) 🐍 🏠 🍎 🪟 🐧 - Self-hosted server that captures design patterns, conventions and decisions from git history and developer feedback and serves them to coding agents.
 - [kevinswint/xcode-studio-mcp](https://github.com/kevinswint/xcode-studio-mcp) [![kevinswint/xcode-studio-mcp MCP server](https://glama.ai/mcp/servers/kevinswint/xcode-studio-mcp/badges/score.svg)](https://glama.ai/mcp/servers/kevinswint/xcode-studio-mcp) 📇 🏠 🍎 - iOS development tools: build, run, screenshot and interact with the iOS Simulator.
 - [kindly-software/kdb](https://github.com/kindly-software/kdb) 🦀 ☁️ - Time-travel debugger with bidirectional execution replay, hash-chain audit logging and SIMD-accelerated stack unwinding.
 - [kirich1409/maven-mcp](https://github.com/kirich1409/maven-mcp) [![kirich1409/maven-mcp MCP server](https://glama.ai/mcp/servers/kirich1409/maven-mcp/badges/score.svg)](https://glama.ai/mcp/servers/kirich1409/maven-mcp) 🐍 ☁️ 🏠 🍎 🪟 🐧 - MCP server / agent plugin for Maven and Gradle dependency intelligence: latest versions, outdated deps, CVEs, changelogs, licenses and project audits.
 - [knewstimek/agent-tool](https://github.com/knewstimek/agent-tool) [![agent-tool MCP server](https://glama.ai/mcp/servers/knewstimek/agent-tool/badges/score.svg)](https://glama.ai/mcp/servers/knewstimek/agent-tool) 🏎️ 🏠 🍎 🪟 🐧 - Encoding-aware file read/edit for coding agents with indentation conversion and .editorconfig support, plus SSH, SFTP, process management and system utilities.
 - [KryptosAI/mcp-observatory](https://github.com/KryptosAI/mcp-observatory) [![mcp-observatory MCP server](https://glama.ai/mcp/servers/KryptosAI/mcp-observatory/badges/score.svg)](https://glama.ai/mcp/servers/KryptosAI/mcp-observatory) 📇 🏠 🍎 🪟 🐧 - Regression testing for MCP servers: discovers configured servers, checks capabilities, invokes tools, detects schema drift and recommends new servers.
 - [kyisaiah47/compound-mcp](https://github.com/kyisaiah47/compound-mcp) [![kyisaiah47/compound-mcp MCP server](https://glama.ai/mcp/servers/kyisaiah47/compound-mcp/badges/score.svg)](https://glama.ai/mcp/servers/kyisaiah47/compound-mcp) 📇 ☁️ - Read-only lookups for facts newer than a model's training cutoff: AI model costs, dependency maintenance, SaaS stack costs, shadcn registry items and more.
@@ -1665,6 +1687,7 @@ Tools and integrations that enhance the development workflow and environment man
 - [tao-izm/devpulse-mcp](https://github.com/tao-izm/devpulse-mcp) [![tao-izm/devpulse-mcp MCP server](https://glama.ai/mcp/servers/tao-izm/devpulse-mcp/badges/score.svg)](https://glama.ai/mcp/servers/tao-izm/devpulse-mcp) 📇 🏠 - Real-time diagnostic snapshot of the local dev environment: framework, running services, recent errors and git state.
 - [TCSoftInc/testcollab-mcp-server](https://github.com/TCSoftInc/testcollab-mcp-server) ☁️ - List, create and update test cases in TestCollab with filtering, sorting and pagination.
 - [TKMD/ReftrixMCP](https://github.com/TKMD/ReftrixMCP) [![reftrix-mcp MCP server](https://glama.ai/mcp/servers/TKMD/reftrix-mcp/badges/score.svg)](https://glama.ai/mcp/servers/TKMD/reftrix-mcp) 📇 🏠 🐧 🍎 - Web design analysis: layout extraction, motion detection, quality scoring and semantic search, turning web pages into structured design knowledge.
 - [tenatarika/vex](https://github.com/tenatarika/vex) [![tenatarika/vex MCP server](https://glama.ai/mcp/servers/tenatarika/vex/badges/score.svg)](https://glama.ai/mcp/servers/tenatarika/vex) 🦀 🏠 🍎 🪟🐧 - Local code search over a tree-sitter index: exact symbol lookup, scope-aware usages, call graph and impact analysis, AST patterns, indexed grep and semantic search across 19 languages.
 - [TencentEdgeOne/edgeone-pages-mcp](https://github.com/TencentEdgeOne/edgeone-pages-mcp) 📇 ☁️ - Deploy HTML content to EdgeOne Pages and get a public URL.
 - [testdino-hq/testdino-mcp](https://github.com/testdino-hq/testdino-mcp) 🎖️ 📇 ☁️ - Review TestDino test runs, debug failures and manage manual test cases using natural language.
 - [tgeselle/bugsnag-mcp](https://github.com/tgeselle/bugsnag-mcp) 📇 ☁️ - Interact with Bugsnag.
@@ -1775,6 +1798,7 @@ Tools and integrations that enhance the development workflow and environment man
 - [metabolism-tools/workspace-metabolism](https://github.com/metabolism-tools/workspace-metabolism) [![metabolism-tools/workspace-metabolism MCP server](https://glama.ai/mcp/servers/metabolism-tools/workspace-metabolism/badges/score.svg)](https://glama.ai/mcp/servers/metabolism-tools/workspace-metabolism) 🐍 🏠 🍎 🪟 🐧 - Policy layer for multi-agent workspaces: a JSON file sets what each path is worth, agents dry-run cleanup plans, and actions land in a hash-chained journal.
 - [WilliamSmithEdward/xlide_mcp](https://github.com/WilliamSmithEdward/xlide_mcp) [![WilliamSmithEdward/xlide_mcp MCP server](https://glama.ai/mcp/servers/WilliamSmithEdward/xlide_mcp/badges/score.svg)](https://glama.ai/mcp/servers/WilliamSmithEdward/xlide_mcp) 🐍 🏠 🍎 🪟 🐧 - Read, write, analyze and test VBA in Excel, Word, PowerPoint and Access files, with static analysis; the file layer works without Office installed.
 - [motock/fagan](https://github.com/motock/fagan) [![motock/fagan MCP server](https://glama.ai/mcp/servers/motock/fagan/badges/score.svg)](https://glama.ai/mcp/servers/motock/fagan) 🐍 🏠 - Autonomous coding pipeline: a frontier model plans and reviews, a local model implements under TDD, and a merge gate re-runs the suite on the rebased branch.
 - [ni-c/opengist-mcp](https://github.com/ni-c/opengist-mcp) [![ni-c/opengist-mcp MCP server](https://glama.ai/mcp/servers/ni-c/opengist-mcp/badges/score.svg)](https://glama.ai/mcp/servers/ni-c/opengist-mcp) 📇 🏠 🍎 🪟 🐧 - Read, search, create, update and delete gists on your own [Opengist](https://github.com/thomiceli/opengist) instance — the self-hosted pastebin powered by Git. File contents and revisions, commit history, forks and likes. Bounded results, untrusted-content markers, and a server-issued confirmation token on everything that deletes or publishes. `npx -y opengist-mcp`
 ### 🔒 <a name="delivery"></a>Delivery
 - [A1-x-Tech/mcp-yandex-dostavka](https://github.com/A1-x-Tech/mcp-yandex-dostavka) [![A1-x-Tech/mcp-yandex-dostavka MCP server](https://glama.ai/mcp/servers/A1-x-Tech/mcp-yandex-dostavka/badges/score.svg)](https://glama.ai/mcp/servers/A1-x-Tech/mcp-yandex-dostavka) 📇 ☁️ - Yandex Delivery B2B API: express-courier claims (price check, create, track, cancel) and pickup-point/NDD orders.
@@ -1838,6 +1862,7 @@ Integrations and tools designed to simplify data exploration, analysis and enhan
 - [reading-plus-ai/mcp-server-data-exploration](https://github.com/reading-plus-ai/mcp-server-data-exploration) 🐍 ☁️ - Autonomous data exploration of CSV datasets with generated insights.
 - [ShipItAndPray/mcp-compress](https://github.com/ShipItAndPray/mcp-compress) [![ShipItAndPray/mcp-compress MCP server](https://glama.ai/mcp/servers/ShipItAndPray/mcp-compress/badges/score.svg)](https://glama.ai/mcp/servers/ShipItAndPray/mcp-compress) 📇 🏠 ☁️ 🍎 🪟 🐧 - Data compression with gzip, Brotli, deflate and TurboQuant quantization, with automatic algorithm selection.
 - [ShipItAndPray/mcp-turboquant](https://github.com/ShipItAndPray/mcp-turboquant) [![ShipItAndPray/mcp-turboquant MCP server](https://glama.ai/mcp/servers/ShipItAndPray/mcp-turboquant/badges/score.svg)](https://glama.ai/mcp/servers/ShipItAndPray/mcp-turboquant) 📇 🏠 🍎 🪟 🐧 - LLM quantization: convert models to GGUF, GPTQ and AWQ, recommend quantization settings, evaluate quality and push to Hugging Face Hub.
 - [TensorLink-AI/ephemeris-mcp](https://github.com/TensorLink-AI/ephemeris-mcp) [![TensorLink-AI/ephemeris-mcp MCP server](https://glama.ai/mcp/servers/TensorLink-AI/ephemeris-mcp/badges/score.svg)](https://glama.ai/mcp/servers/TensorLink-AI/ephemeris-mcp) 🎖️ 📇 ☁️ 🍎 🪟 🐧 - Probabilistic time-series forecasting: quantile forecasts from Chronos-2, TimesFM 2.5, Toto 2, TiRex-2 and IBM Granite foundation models, routed to one model, named explicitly, or ensembled. Remote server with an npm stdio bridge.
 - [98lukehall/renoun-mcp](https://github.com/98lukehall/renoun-mcp) [![renoun-mcp MCP server](https://glama.ai/mcp/servers/@98lukehall/renoun-mcp/badges/score.svg)](https://glama.ai/mcp/servers/@98lukehall/renoun-mcp) 🐍 ☁️ - Structural observability for AI conversations: detects loops, stuck states, breakthroughs and convergence without analyzing content.
 - [subelsky/bundler_mcp](https://github.com/subelsky/bundler_mcp) 💎 🏠 - Query local information about dependencies in a Ruby project's Gemfile.
 - [zcaceres/markdownify-mcp](https://github.com/zcaceres/markdownify-mcp) 📇 🏠 - Convert almost any file or web content into Markdown.
@@ -1921,6 +1946,7 @@ MCP servers for e-commerce platforms and online store management.
 - [agentcentral-to/agent-central-mcp](https://github.com/agentcentral-to/agent-central-mcp) [![agentcentral-to/agent-central-mcp MCP server](https://glama.ai/mcp/servers/agentcentral-to/agent-central-mcp/badges/score.svg)](https://glama.ai/mcp/servers/agentcentral-to/agent-central-mcp) 📇 ☁️ - Amazon Seller Central and Amazon Ads data: inventory, orders, catalog, finance, fulfillment and advertising.
 - [agentlux/agentlux-mcp](https://github.com/agentlux/agentlux-mcp) [![agentlux/agentlux-mcp MCP server](https://glama.ai/mcp/servers/agentlux/agentlux-mcp/badges/score.svg)](https://glama.ai/mcp/servers/agentlux/agentlux-mcp) 📇 ☁️ 🍎 🪟 🐧 - AgentLux agent marketplace: browse items, manage agent identity, creator workflows, service hires, social flows and Base/x402 commerce.
 - [anhmtk/agentshare-mcp](https://github.com/anhmtk/agentshare-mcp) [![anhmtk/agentshare-mcp MCP server](https://glama.ai/mcp/servers/anhmtk/agentshare-mcp/badges/score.svg)](https://glama.ai/mcp/servers/anhmtk/agentshare-mcp) 📇 ☁️ - Solana DeFi intelligence: Meteora DLMM pool briefs and details, Solana DEX data and DefiLlama scouting, plus secondary commerce tools.
 - [apiguru-app/agent-kit](https://github.com/apiguru-app/agent-kit) [![apiguru-app/agent-kit MCP server](https://glama.ai/mcp/servers/apiguru-app/agent-kit/badges/score.svg)](https://glama.ai/mcp/servers/apiguru-app/agent-kit) 🎖️ 🐍 ☁️ 🏠 - Live Amazon marketplace data across 20 countries: product details, reviews, keyword search, best-sellers, deals, offers/buy box/stock and seller profiles. Hosted keyless endpoint (free calls, then x402 pay-per-call in USDC) or an API key; also runs locally via `uvx apiguru-mcp`.
 - [BuyWhere/buywhere-mcp](https://github.com/BuyWhere/buywhere-mcp) [![BuyWhere/buywhere-mcp MCP server](https://glama.ai/mcp/servers/BuyWhere/buywhere-mcp/badges/score.svg)](https://glama.ai/mcp/servers/BuyWhere/buywhere-mcp) 📇 ☁️ 🍎 🪟 🐧 - Cross-border e-commerce product catalog: search products across Singapore, Southeast Asia and US markets with price comparison and deal discovery.
 - [koraynar/trendyol-seller-mcp](https://github.com/koraynar/trendyol-seller-mcp) [![koraynar/trendyol-seller-mcp MCP server](https://glama.ai/mcp/servers/koraynar/trendyol-seller-mcp/badges/score.svg)](https://glama.ai/mcp/servers/koraynar/trendyol-seller-mcp) 🐍 🏠 🍎 🪟 🐧 - Unofficial Trendyol seller API: products, order packages, customer questions, claims, and stock and price updates, with gated writes and PII redaction.
 - [ilyautov/marketplaces-mcp-ru](https://github.com/ilyautov/marketplaces-mcp-ru) [![ilyautov/marketplaces-mcp-ru MCP server](https://glama.ai/mcp/servers/ilyautov/marketplaces-mcp-ru/badges/score.svg)](https://glama.ai/mcp/servers/ilyautov/marketplaces-mcp-ru) 🐍 ☁️ 🍎 🪟 🐧 - Wildberries and Ozon Seller APIs: sales, stock, prices, finance, reviews and ads, with a read/write/destructive safety gate and multi-store switching.
@@ -2001,6 +2027,7 @@ Provides direct access to local file systems with configurable permissions. Enab
 - [j0hanz/filesystem-context-mcp-server](https://github.com/j0hanz/filesystem-context-mcp-server) 📇 🏠 - Read-only filesystem exploration, search and analysis with symlink protection.
 - [jeannier/homebrew-mcp](https://github.com/jeannier/homebrew-mcp) 🐍 🏠 🍎 - Manage macOS Homebrew packages with natural language, get suggestions and troubleshoot brew issues.
 - [Kookerella-Ltd/Kookerella.FsOpenXmlDsl](https://github.com/Kookerella-Ltd/Kookerella.FsOpenXmlDsl/tree/master/src/Kookerella.FsOpenXmlDsl.Mcp) [![Kookerella-Ltd/Kookerella.FsOpenXmlDsl MCP server](https://glama.ai/mcp/servers/Kookerella-Ltd/Kookerella.FsOpenXmlDsl/badges/score.svg)](https://glama.ai/mcp/servers/Kookerella-Ltd/Kookerella.FsOpenXmlDsl) 🏠 🍎 🪟 🐧 - Create, read and round-trip Excel workbooks (.xlsx/.xlsm) via a type-safe F# DSL, including regenerating the F# source that reproduces a file.
 - [L-Jovi/keyhole](https://github.com/L-Jovi/keyhole) [![L-Jovi/keyhole MCP server](https://glama.ai/mcp/servers/L-Jovi/keyhole/badges/score.svg)](https://glama.ai/mcp/servers/L-Jovi/keyhole) 🐍 🏠 🍎 🐧 - Give a private ChatGPT app access to selected local folders through OpenAI Secure MCP Tunnel, with per-folder permissions, hash-checked edits and recovery. No shell or public port.
 - [ltspace/dowse](https://github.com/ltspace/dowse) [![ltspace/dowse MCP server](https://glama.ai/mcp/servers/@ltspace/dowse/badges/score.svg)](https://glama.ai/mcp/servers/@ltspace/dowse) 🦀 🏠 🪟 - Read-only full-disk search on Windows over file names, document contents and OCR'd screenshot text.
 - [mamertofabian/mcp-everything-search](https://github.com/mamertofabian/mcp-everything-search) 🐍 🏠 🪟 - Windows file search using the Everything SDK.
 - [MarceauSolutions/md-to-pdf-mcp](https://github.com/MarceauSolutions/md-to-pdf-mcp) 🐍 🏠 🍎 🪟 🐧 - Convert Markdown files to PDF with customizable themes, headers, footers and styling.
@@ -2103,6 +2130,7 @@ Provides direct access to local file systems with configurable permissions. Enab
 - [whdrnr2583-cmd/koreanpulse](https://github.com/whdrnr2583-cmd/koreanpulse) [![koreanpulse MCP server](https://glama.ai/mcp/servers/whdrnr2583-cmd/koreanpulse/badges/score.svg)](https://glama.ai/mcp/servers/whdrnr2583-cmd/koreanpulse) 🐍 ☁️ 🏠 - Korean equity data in English: real-time DART filings, foreign-holder 5%-rule flows, activist filings and KRX industry news. Self-hostable.
 - [cuthongthai-vn/vimo-mcp-server](https://github.com/cuthongthai-vn/vimo-mcp-server) [![cuthongthai-vn/vimo-mcp-server MCP server](https://glama.ai/mcp/servers/cuthongthai-vn/vimo-mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/cuthongthai-vn/vimo-mcp-server) 📇 ☁️ - Vietnam stock market data: real-time SSI quotes, technical analysis, financial statements, stock screener, AI picks, foreign flows and macro indicators.
 - [bankless/onchain-mcp](https://github.com/Bankless/onchain-mcp/) 📇 ☁️ - Interact with smart contracts and query transaction and token information via the Bankless Onchain API.
 - [barkermoney/barker-mcp](https://github.com/barkermoney/barker-mcp) [![barkermoney/barker-mcp MCP server](https://glama.ai/mcp/servers/barkermoney/barker-mcp/badges/score.svg)](https://glama.ai/mcp/servers/barkermoney/barker-mcp) 🎖️ 📇 ☁️ - Barker's real-time stablecoin yield index across DeFi and CEX earn, with a yield advisor, risk signals and deposit/redeem quotes. Remote MCP, x402 pay-per-call.
 - [belegante-byte/aetherx-mcp](https://github.com/belegante-byte/aetherx-mcp) [![belegante-byte/aetherx-mcp MCP server](https://glama.ai/mcp/servers/belegante-byte/aetherx-mcp/badges/score.svg)](https://glama.ai/mcp/servers/belegante-byte/aetherx-mcp) 🐍 ☁️ - Predictive congestion signals for global ports: congestion score, ETA delay, waiting vessels and a freight volatility index.
 - [bguillow-rgb/itin-finance-mcp](https://github.com/bguillow-rgb/itin-finance-mcp) [![bguillow-rgb/itin-finance-mcp MCP server](https://glama.ai/mcp/servers/bguillow-rgb/itin-finance-mcp/badges/score.svg)](https://glama.ai/mcp/servers/bguillow-rgb/itin-finance-mcp) 📇 ☁️ - Read-only directory of US lenders and card issuers accepting ITIN (no-SSN) applicants, plus English/Spanish guides and FAQs on credit without an SSN.
 - [bolivian-peru/baozi-mcp](https://github.com/bolivian-peru/baozi-mcp) 📇 ☁️ - Solana prediction markets on Baozi.bet: browse markets, place bets, claim winnings and create markets.
@@ -2380,6 +2408,7 @@ Provides direct access to local file systems with configurable permissions. Enab
 - [SiftingIO/siftingio-mcp](https://github.com/SiftingIO/siftingio-mcp) [![SiftingIO/siftingio-mcp MCP server](https://glama.ai/mcp/servers/SiftingIO/siftingio-mcp/badges/score.svg)](https://glama.ai/mcp/servers/SiftingIO/siftingio-mcp) 🎖️ 📇 🏠 - Live and historical data for stocks, forex, crypto, commodities and DEXs, plus fundamentals, filings and market calendars.
 - [SidneyBissoli/bcb-br-mcp](https://github.com/SidneyBissoli/bcb-br-mcp) [![bcb-br-mcp MCP server](https://glama.ai/mcp/servers/SidneyBissoli/bcb-br-mcp/badges/score.svg)](https://glama.ai/mcp/servers/SidneyBissoli/bcb-br-mcp) 📇 ☁️ 🍎 🪟 🐧 - Brazilian Central Bank (BCB) economic time series via the SGS public API: Selic, IPCA, exchange rates, GDP and curated indicators.
 - [signal8ai/signal8-mcp](https://github.com/signal8ai/signal8-mcp) [![signal8ai/signal8-mcp MCP server](https://glama.ai/mcp/servers/signal8ai/signal8-mcp/badges/score.svg)](https://glama.ai/mcp/servers/signal8ai/signal8-mcp) 📇 ☁️ - SEC filing data from Signal8: insider and 13F ownership, dilution-risk scoring, STOCK Act trades, FEC campaign finance, filing search and a stock screener.
 - [simoncoombes/tradefloor](https://github.com/simoncoombes/tradefloor) [![simoncoombes/tradefloor MCP server](https://glama.ai/mcp/servers/simoncoombes/tradefloor/badges/score.svg)](https://glama.ai/mcp/servers/simoncoombes/tradefloor) 🐍 🦀 🏠 🍎 🪟 🐧 - Simulated stock markets with an order book and an economy for testing trading agents: evaluate, rank and stress-test strategies across many reproducible markets.
 - [smythmyke/govtoolspro-mcp-server](https://github.com/smythmyke/govtoolspro-mcp-server) [![smythmyke/govtoolspro-mcp-server MCP server](https://glama.ai/mcp/servers/smythmyke/govtoolspro-mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/smythmyke/govtoolspro-mcp-server) 📇 ☁️ - Tools for US federal contractors: go/no-go bid scoring, incumbent research, teaming-partner search, recompete prediction and SAM.gov solicitations.
 - [subsquid-labs/portal-mcp-server](https://github.com/subsquid-labs/portal-mcp-server) [![subsquid-labs/portal-mcp-server MCP server](https://glama.ai/mcp/servers/subsquid-labs/portal-mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/subsquid-labs/portal-mcp-server) 🎖️ 📇 ☁️ 🏠 - Query onchain data across EVM, Solana, Bitcoin, Substrate and Hyperliquid via the SQD Portal API.
 - [summerstateofmind/cityparity](https://github.com/summerstateofmind/cityparity) [![cityparity MCP server](https://glama.ai/mcp/servers/summerstateofmind/cityparity/badges/score.svg)](https://glama.ai/mcp/servers/summerstateofmind/cityparity) 📇 ☁️ - Cost-of-living and quality-of-life comparison between cities: take-home pay, taxes, equivalent salary, childcare, healthcare, vacation and parental leave.
@@ -2406,7 +2435,6 @@ Provides direct access to local file systems with configurable permissions. Enab
 - [Wuye-AI/mcp-server-wuye-ai](https://github.com/wuye-ai/mcp-server-wuye-ai) 🎖️ 📇 ☁️ - Access the CRIC Wuye AI platform, an assistant for the property management industry.
 - [XeroAPI/xero-mcp-server](https://github.com/XeroAPI/xero-mcp-server) 📇 ☁️ - Access Xero's accounting and business features via its API.
 - [yamariki-hub/japan-corporate-mcp](https://github.com/yamariki-hub/japan-corporate-mcp) 🐍 ☁️ - Japanese corporate data via government APIs (gBizINFO, EDINET, e-Stat): companies, financials, patents, subsidies, procurement and government statistics.
 - [YBSbarker/barker-stablecoin-skills](https://github.com/YBSbarker/barker-stablecoin-skills) [![YBSbarker/barker-stablecoin-skills MCP server](https://glama.ai/mcp/servers/YBSbarker/barker-stablecoin-skills/badges/score.svg)](https://glama.ai/mcp/servers/YBSbarker/barker-stablecoin-skills) 🎖️ 📇 ☁️ - Real-time stablecoin yield index across DeFi protocols and CEX earn programs, with a yield advisor, risk signals and non-custodial deposit/redeem quotes.
 - [yli769227-jpg/ashare-mcp](https://github.com/yli769227-jpg/ashare-mcp) [![yli769227-jpg/ashare-mcp MCP server](https://glama.ai/mcp/servers/yli769227-jpg/ashare-mcp/badges/score.svg)](https://glama.ai/mcp/servers/yli769227-jpg/ashare-mcp) 🐍 🏠 - Chinese A-share financial statements: pull annual reports, run industry-aware accounting cross-checks and compare peers with average-equity ROE.
 - [yolfinance/yolfi-agent](https://github.com/yolfinance/yolfi-agent) [![yolfinance/yolfi-agent MCP server](https://glama.ai/mcp/servers/yolfinance/yolfi-agent/badges/score.svg)](https://glama.ai/mcp/servers/yolfinance/yolfi-agent) 📇 ☁️ - Yolfi Payments integration: register workspaces, create crypto checkout links, configure and verify webhooks and check payment status.
 - [ypratap11/dokimo-mcp](https://github.com/ypratap11/dokimo-mcp) [![ypratap11/dokimo-mcp MCP server](https://glama.ai/mcp/servers/ypratap11/dokimo-mcp/badges/score.svg)](https://glama.ai/mcp/servers/ypratap11/dokimo-mcp) 🐍 🏠 - Verify AI-agent revenue claims by recomputing a Merkle proof and checking it against an on-chain anchor (x402, agentic payments).
@@ -2455,6 +2483,7 @@ Provides direct access to local file systems with configurable permissions. Enab
 - [henfrydls/actual-budget-mcp](https://github.com/henfrydls/actual-budget-mcp) [![henfrydls/actual-budget-mcp MCP server](https://glama.ai/mcp/servers/henfrydls/actual-budget-mcp/badges/score.svg)](https://glama.ai/mcp/servers/henfrydls/actual-budget-mcp) 📇 🏠 🍎 🪟 🐧 - Self-hosted Actual Budget analysis: spending breakdowns, category trends, projections and budget vs. actual, with guarded writes and an optional read-only mode.
 - [yourmatematt/agent-billboard-mcp](https://github.com/yourmatematt/agent-billboard-mcp) [![yourmatematt/agent-billboard-mcp MCP server](https://glama.ai/mcp/servers/yourmatematt/agent-billboard-mcp/badges/score.svg)](https://glama.ai/mcp/servers/yourmatematt/agent-billboard-mcp) 📇 🏠 🍎 🪟 🐧 - Read and post to The Agent Billboard, a single on-chain Solana message slot won by outbidding the previous poster, with operator spend limits.
 - [tillbooks/tillbooks](https://github.com/tillbooks/tillbooks) [![tillbooks/tillbooks MCP server](https://glama.ai/mcp/servers/tillbooks/tillbooks/badges/score.svg)](https://glama.ai/mcp/servers/tillbooks/tillbooks) 📇 🏠 🍎 🐧 - Local-first Swiss accounting: double-entry journal entries, invoice categorization and follow-up, and Swiss VAT (MWST) returns, stored in local SQLite.
 - [cstamigo-droid/signal-scanner](https://github.com/cstamigo-droid/signal-scanner) [![cstamigo-droid/signal-scanner MCP server](https://glama.ai/mcp/servers/cstamigo-droid/signal-scanner/badges/score.svg)](https://glama.ai/mcp/servers/cstamigo-droid/signal-scanner) 🐍 🏠 - Rule-based stock/crypto screener: define signals in YAML (RSI, SMA cross, volume, 52-week levels), scan a watchlist over keyless yfinance data, and get matches via MCP, console or Telegram.
 ### 🎮 <a name="gaming"></a>Gaming
 Integration with gaming related data, game engines, and services
@@ -2471,6 +2500,7 @@ Integration with gaming related data, game engines, and services
 - [danielenricocahall/lorcana-mcp](https://github.com/danielenricocahall/lorcana-mcp) [![danielenricocahall/lorcana-mcp MCP server](https://glama.ai/mcp/servers/danielenricocahall/lorcana-mcp/badges/score.svg)](https://glama.ai/mcp/servers/danielenricocahall/lorcana-mcp) 🐍 🏠 🍎 🪟 🐧 - Disney Lorcana TCG: card search, deck validation against format rules, deck stats and Dreamborn/Pixelborn deck list import and export.
 - [dirtcubeinteractive/specter-skills](https://github.com/dirtcubeinteractive/specter-skills) [![dirtcubeinteractive/specter-skills MCP server](https://glama.ai/mcp/servers/dirtcubeinteractive/specter-skills/badges/score.svg)](https://glama.ai/mcp/servers/dirtcubeinteractive/specter-skills) 📇 🏠 - Configure a Specter game backend: players, economy, progression, leaderboards, tournaments, battle passes and real-time multiplayer.
 - [ddsky/gamebrain-api-clients](https://github.com/ddsky/gamebrain-api-clients) ☁️ - Search and discover video games on any platform via the GameBrain API.
 - [dearlordylord/5e-quint](https://github.com/dearlordylord/5e-quint) [![dearlordylord/5e-quint MCP server](https://glama.ai/mcp/servers/dearlordylord/5e-quint/badges/score.svg)](https://glama.ai/mcp/servers/dearlordylord/5e-quint) 📇 🏠 - D&D 5e SRD 5.2.1 game engine: create characters and run turn-based battles through MCP, backed by Quint formal models, rule-level proofs, and model-based testing.
 - [DiegoLopez0208/RpgMakerMVUltimate-MCP](https://github.com/DiegoLopez0208/RpgMakerMVUltimate-MCP) [![DiegoLopez0208/RpgMakerMVUltimate-MCP MCP server](https://glama.ai/mcp/servers/DiegoLopez0208/RpgMakerMVUltimate-MCP/badges/score.svg)](https://glama.ai/mcp/servers/DiegoLopez0208/RpgMakerMVUltimate-MCP) 📇 🏠 - Offline RPG Maker MV assistant: generate maps, edit the database and events, validate broken references, debug events and search a project semantically.
 - [dmang-dev/mcp-bizhawk](https://github.com/dmang-dev/mcp-bizhawk) [![dmang-dev/mcp-bizhawk MCP server](https://glama.ai/mcp/servers/dmang-dev/mcp-bizhawk/badges/score.svg)](https://glama.ai/mcp/servers/dmang-dev/mcp-bizhawk) 📇 🏠 🍎 🪟 🐧 - Control the BizHawk multi-system emulator: memory read/write, joypad input, frame advance, screenshots and save states.
 - [dmang-dev/mcp-dolphin](https://github.com/dmang-dev/mcp-dolphin) [![dmang-dev/mcp-dolphin MCP server](https://glama.ai/mcp/servers/dmang-dev/mcp-dolphin/badges/score.svg)](https://glama.ai/mcp/servers/dmang-dev/mcp-dolphin) 📇 🏠 🍎 🪟 🐧 - Control the Dolphin GameCube/Wii emulator: memory read/write, GameCube and Wii Remote input, reset, save states and frame advance, via Felk's scripting fork.
@@ -2532,6 +2562,7 @@ Integration with gaming related data, game engines, and services
 Access health metrics, wellness data, and medical information through various health platforms.
 - [findsaunaplunge/mcp](https://github.com/findsaunaplunge/mcp) [![findsaunaplunge/mcp MCP server](https://glama.ai/mcp/servers/findsaunaplunge/mcp/badges/score.svg)](https://glama.ai/mcp/servers/findsaunaplunge/mcp) 🎖️ 📇 ☁️ - Cold plunge, sauna and contrast-therapy venues across US metros, with dated temperatures and prices from each venue's own pages, plus city stats.
 - [Philongevity/phi-mcp-server](https://github.com/Philongevity/phi-mcp-server) [![Philongevity/phi-mcp-server MCP server](https://glama.ai/mcp/servers/Philongevity/phi-mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/Philongevity/phi-mcp-server) 📇 ☁️ - Guideline-cited lab-results analysis for chronic conditions (type 2 diabetes, kidney, lupus, cancer survivorship): flags missing or overdue tests with the guideline cited. Free sample report; synthetic/de-identified values only.
 - [io.github.PhilipAD/health-export-mcp](https://github.com/PhilipAD/health-export-mcp) [![io.github.PhilipAD/health-export-mcp MCP server](https://glama.ai/mcp/servers/PhilipAD/health-export-mcp/badges/score.svg)](https://glama.ai/mcp/servers/PhilipAD/health-export-mcp) 🍎 🏠 - Read-only, local-first queries of Apple Health metrics.
 - [proscar87/oura-mcp](https://github.com/proscar87/oura-mcp) [![proscar87/oura-mcp MCP server](https://glama.ai/mcp/servers/proscar87/oura-mcp/badges/score.svg)](https://glama.ai/mcp/servers/proscar87/oura-mcp) 🐍 📇 🏠 ☁️ 🍎 🪟 🐧 - Raw access to all Oura Ring API v2 collections with full pagination and page counts, without server-side analysis.
 - [Thecimal/quantified-self-mcp](https://github.com/Thecimal/quantified-self-mcp) [![Thecimal/quantified-self-mcp MCP server](https://glama.ai/mcp/servers/Thecimal/quantified-self-mcp/badges/score.svg)](https://glama.ai/mcp/servers/Thecimal/quantified-self-mcp) 🐍 🏠 - Query personal health and finance data stored in local SQLite files, without any cloud service.
@@ -2549,6 +2580,7 @@ Control smart home devices, home network equipment, and automation systems.
 - [claymore666/debmatic-mcp](https://github.com/claymore666/debmatic-mcp) [![claymore666/debmatic-mcp MCP server](https://glama.ai/mcp/servers/claymore666/debmatic-mcp/badges/score.svg)](https://glama.ai/mcp/servers/claymore666/debmatic-mcp) 📇 🏠 🍎 🪟 🐧 - Control a HomeMatic/debmatic CCU: switch and dim actuators, read sensors and system variables, run programs and manage rooms, links and devices.
 - [NickoScope/nickol-knx-mcp](https://github.com/NickoScope/nickol-knx-mcp) [![NickoScope/nickol-knx-mcp MCP server](https://glama.ai/mcp/servers/NickoScope/nickol-knx-mcp/badges/score.svg)](https://glama.ai/mcp/servers/NickoScope/nickol-knx-mcp) 🐍 🏠 - Design-time KNX/ETS6 assistant: read-only .knxproj parsing, DPT, naming and command/status validation, and Home Assistant YAML and ETS exports.
 - [alexpfau/zigbee2mqtt-mcp](https://github.com/alexpfau/zigbee2mqtt-mcp) [![alexpfau/zigbee2mqtt-mcp MCP server](https://glama.ai/mcp/servers/alexpfau/zigbee2mqtt-mcp/badges/score.svg)](https://glama.ai/mcp/servers/alexpfau/zigbee2mqtt-mcp) 📇 🏠 🍎 🪟 🐧 - Administer Zigbee2MQTT via its MQTT bridge API: network health reports, mesh topology, pairing, binding, reporting intervals and device options.
 - [AbhijatSaxena/blink-camera-mcp](https://github.com/AbhijatSaxena/blink-camera-mcp) [![AbhijatSaxena/blink-camera-mcp MCP server](https://glama.ai/mcp/servers/AbhijatSaxena/blink-camera-mcp/badges/score.svg)](https://glama.ai/mcp/servers/AbhijatSaxena/blink-camera-mcp) 🐍 ☁️ 🏠 🪟 🐧 - Control Amazon Blink cameras and their pan/tilt mount: read where the camera is pointing and its travel limits, aim it by absolute or relative angle with the new position confirmed by the hardware, return it home, and grab a snapshot. The mount's command channel is undocumented, so it was recovered from the Blink app's bytecode and verified against a real camera. `uvx blink-camera-mcp`
 ### 🪪 <a name="identity"></a>Identity
@@ -2571,10 +2603,12 @@ Connect AI agents to industrial equipment, machinery, and operational technology
 Persistent memory storage using knowledge graph structures. Enables AI models to maintain and query structured information across sessions.
 - [kyle-visner/stellarjay](https://github.com/kyle-visner/stellarjay) [![kyle-visner/stellarjay MCP server](https://glama.ai/mcp/servers/kyle-visner/stellarjay/badges/score.svg)](https://glama.ai/mcp/servers/kyle-visner/stellarjay) 🏎️ 🏠 ☁️ 🍎 🪟 🐧 - Safe write access for AI agents: an append-only business fact store where every change is kept, attributed to the agent that made it, and can be undone (`undo_changes`). Self-host with `stellarjay-mcp` or use the hosted AvianSuite server.
 - [dockndevai/ossian-mcp](https://github.com/dockndevai/ossian-mcp) [![dockndevai/ossian-mcp MCP server](https://glama.ai/mcp/servers/dockndevai/ossian-mcp/badges/score.svg)](https://glama.ai/mcp/servers/dockndevai/ossian-mcp) 📇 🏠 🍎 🪟 🐧 - RAG over your own documents with cited passages, plus durable agent memory ranked by relevance, importance and recency; read-only by default.
 - [anuragsync78/subctx-connector](https://github.com/anuragsync78/subctx-connector) [![anuragsync78/subctx-connector MCP server](https://glama.ai/mcp/servers/anuragsync78/subctx-connector/badges/score.svg)](https://glama.ai/mcp/servers/anuragsync78/subctx-connector) 📇 ☁️ - Support center for autonomous artificial minds.
 - [Octonove/crbro-memory](https://github.com/Octonove/crbro-memory) [![Octonove/crbro-memory MCP server](https://glama.ai/mcp/servers/Octonove/crbro-memory/badges/score.svg)](https://glama.ai/mcp/servers/Octonove/crbro-memory) 📇 🏠 🍎 🪟 🐧 - Persistent agent memory in local JSON files: neuron/synapse graph with heat scoring, fact-level search, corrections, secret redaction and team sharing via Git.
 - [bborota/cairn-mcp](https://github.com/bborota/cairn-mcp) [![bborota/cairn-mcp MCP server](https://glama.ai/mcp/servers/bborota/cairn-mcp/badges/score.svg)](https://glama.ai/mcp/servers/bborota/cairn-mcp) 📇 ☁️ - Shared base of one-sentence lessons, must-dos and must-nots learned by other agents, organized by stack and situation.
 - [M-T-D-N/agentmemory-codex-windows](https://github.com/M-T-D-N/agentmemory-codex-windows) [![M-T-D-N/agentmemory-codex-windows MCP server](https://glama.ai/mcp/servers/M-T-D-N/agentmemory-codex-windows/badges/score.svg)](https://glama.ai/mcp/servers/M-T-D-N/agentmemory-codex-windows) 📇 🏠 🪟 - Windows AgentMemory downstream for Codex with project-scoped persistent memory, bounded cross-project recall, and an authenticated loopback MCP service; prebuilt Windows releases are available as an unsigned Technical Preview.
 - [Magnemo-AI/magnemo](https://github.com/Magnemo-AI/magnemo) [![Magnemo-AI/magnemo MCP server](https://glama.ai/mcp/servers/Magnemo-AI/magnemo/badges/score.svg)](https://glama.ai/mcp/servers/Magnemo-AI/magnemo) 🐍 🏠 🍎 🪟 🐧 - Governed local agent memory in plain files: each entry records who wrote it, when and through which gate, and nothing is kept without user approval.
 - [fish827-08/rag-kb](https://github.com/fish827-08/rag-kb) [![fish827-08/rag-kb MCP server](https://glama.ai/mcp/servers/fish827-08/rag-kb/badges/score.svg)](https://glama.ai/mcp/servers/fish827-08/rag-kb) 🐍 🏠 🪟 - Local-first agent memory and knowledge base: hybrid dense and BM25 retrieval, document and webpage ingestion and optional RAG answers via local Ollama.
 - [dahshanlabs/klypix-mcp](https://github.com/dahshanlabs/klypix-mcp) [![dahshanlabs/klypix-mcp MCP server](https://glama.ai/mcp/servers/dahshanlabs/klypix-mcp/badges/score.svg)](https://glama.ai/mcp/servers/dahshanlabs/klypix-mcp) 📇 🏠 🍎 🪟 🐧 - Versioned project brain for coding agents, committed with the repo: decisions, corrections, evidence anchors that flag code drift and file-overlap warnings.
@@ -2729,6 +2763,7 @@ Persistent memory storage using knowledge graph structures. Enables AI models to
 - [Ikalus1988/MisakaNet](https://github.com/Ikalus1988/MisakaNet) [![Ikalus1988/MisakaNet MCP server](https://glama.ai/mcp/servers/Ikalus1988/MisakaNet/badges/score.svg)](https://glama.ai/mcp/servers/Ikalus1988/MisakaNet) 🐍 🏠 🍎 🪟 🐧 - Agent failure memory: search verified debugging lessons from real engineering sessions.
 - [irisxc4/memoryguard](https://github.com/irisxc4/memoryguard) [![irisxc4/memoryguard MCP server](https://glama.ai/mcp/servers/irisxc4/memoryguard/badges/score.svg)](https://glama.ai/mcp/servers/irisxc4/memoryguard) 🐍 🏠 🍎 🪟 🐧 - Local-first governed shared memory for coding agents with CLI and desktop console: classify, dedupe, supersede, quarantine and roll back memories.
 - [zsxh1990/pr-genius](https://github.com/zsxh1990/pr-genius) [![zsxh1990/pr-genius MCP server](https://glama.ai/mcp/servers/zsxh1990/pr-genius/badges/score.svg)](https://glama.ai/mcp/servers/zsxh1990/pr-genius) 🐍 🏠 - Pull request contribution advisor based on case studies from real repos: merge probability analysis, pattern matching and contribution strategy.
 - [JAAvila-Of/vivac](https://github.com/JAAvila-Of/vivac) [![JAAvila-Of/vivac MCP server](https://glama.ai/mcp/servers/JAAvila-Of/vivac/badges/score.svg)](https://glama.ai/mcp/servers/JAAvila-Of/vivac) 🦀 🏠 🍎 🪟 🐧 - A provenance tree for coding agents: every node records the node it was born from, so the agent can ask why the work is where it is. A session brief with the standing decisions and what not to touch, a close that refuses over open work, and decisions kept with the alternatives they rejected. Local JSON-lines file, no telemetry.
 - [jaimenbell/rag-mcp](https://github.com/jaimenbell/rag-mcp) [![jaimenbell/rag-mcp MCP server](https://glama.ai/mcp/servers/jaimenbell/rag-mcp/badges/score.svg)](https://glama.ai/mcp/servers/jaimenbell/rag-mcp) 🐍 🏠 - Minimal local RAG that vector-searches a document corpus and returns cited passages.
 - [JamesANZ/cross-llm-mcp](https://github.com/JamesANZ/cross-llm-mcp) 📇 🏠 - Cross-LLM communication and memory sharing so different AI models can collaborate and share context across conversations.
 - [JamesANZ/memory-mcp](https://github.com/JamesANZ/memory-mcp) 📇 🏠 - Store and retrieve conversation memories from multiple LLMs in MongoDB, with timestamps and LLM identification.
@@ -2746,6 +2781,7 @@ Persistent memory storage using knowledge graph structures. Enables AI models to
 - [Krzysztof318/MailFathom](https://github.com/Krzysztof318/MailFathom) [![Krzysztof318/MailFathom MCP server](https://glama.ai/mcp/servers/Krzysztof318/MailFathom/badges/score.svg)](https://glama.ai/mcp/servers/Krzysztof318/MailFathom) #️⃣ 🏠 🐧 - Self-hosted email search: syncs IMAP mailboxes into PostgreSQL to list, search and read mail and ask cited questions across the archive.
 - [kunickiaj/codemem](https://github.com/kunickiaj/codemem) [![codemem on Glama](https://glama.ai/mcp/servers/kunickiaj/codemem/badges/score.svg)](https://glama.ai/mcp/servers/kunickiaj/codemem) 📇 🏠 - Persistent coding memory across sessions, machines and teammates, with memory search, optional sync, project sharing and automatic capture.
 - [kunwar-shah/claudex](https://github.com/kunwar-shah/claudex) [![kunwar-shah/claudex MCP server](https://glama.ai/mcp/servers/kunwar-shah/claudex/badges/score.svg)](https://glama.ai/mcp/servers/kunwar-shah/claudex) 📇 🏠 🍎 🪟 🐧 - Persistent memory and full-text search over Claude Code conversation history indexed into SQLite, with session summaries and a web UI for exploration.
 - [Kyrzin/kybase](https://github.com/Kyrzin/kybase) [![Kyrzin/kybase MCP server](https://glama.ai/mcp/servers/Kyrzin/kybase/badges/score.svg)](https://glama.ai/mcp/servers/Kyrzin/kybase) 📇 🏠 🍎 🪟 🐧 - Self-hosted Markdown knowledge base that doubles as persistent memory for AI agents: a notes app you browse and edit (wikilinks, backlinks, graph), 18 MCP tools over Streamable HTTP with OAuth (works as a claude.ai connector) or stdio. Hybrid search (Postgres full-text + pgvector, RRF, optional reranker) with section-level reads and conflict-safe appends. `npx -y kybase-mcp`
 - [renezander030/agentic-task-system](https://github.com/renezander030/agentic-task-system) [![renezander030/agentic-task-system MCP server](https://glama.ai/mcp/servers/renezander030/agentic-task-system/badges/score.svg)](https://glama.ai/mcp/servers/renezander030/agentic-task-system) 📇 🏠 - Turns your task manager into agent memory with hybrid retrieval over TickTick or an Obsidian vault, without a separate vector database.
 - [KVANTRA-dev/NOUZ-MCP](https://github.com/KVANTRA-dev/NOUZ-MCP) [![NOUZ-MCP MCP server](https://glama.ai/mcp/servers/KVANTRA-dev/NOUZ-MCP/badges/score.svg)](https://glama.ai/mcp/servers/KVANTRA-dev/NOUZ-MCP) 🐍 🏠 🍎 🪟 🐧 - Semantic knowledge graph for Obsidian with graph, classification and hierarchy modes, local embeddings, semantic bridge discovery and drift detection.
 - [leesgit/passbaton](https://github.com/leesgit/passbaton) [![passbaton MCP server](https://glama.ai/mcp/servers/leesgit/passbaton/badges/score.svg)](https://glama.ai/mcp/servers/leesgit/passbaton) 📇 🏠 🍎 🪟 🐧 - Local session continuity across Claude Code, Codex CLI and Gemini CLI: context injection on start, compaction handover, memory, tasks and multilingual search.
@@ -2901,6 +2937,7 @@ Persistent memory storage using knowledge graph structures. Enables AI models to
 - [liza-studio/skillmem](https://github.com/liza-studio/skillmem) [![liza-studio/skillmem MCP server](https://glama.ai/mcp/servers/liza-studio/skillmem/badges/score.svg)](https://glama.ai/mcp/servers/liza-studio/skillmem) 🐍 🏠 🍎 🪟 🐧 - Self-improving skill memory for coding agents: useful skills are reinforced, unused ones fade; local English/Russian hybrid search, tamper-evident history.
 - [zensation-ai/zenbrain](https://github.com/zensation-ai/zenbrain) [![zensation-ai/zenbrain MCP server](https://glama.ai/mcp/servers/zensation-ai/zenbrain/badges/score.svg)](https://glama.ai/mcp/servers/zensation-ai/zenbrain) 📇 🏠 🍎 🪟 🐧 - Seven-layer local agent memory that routes input into facts, episodes or procedures, searches all layers and consolidates repeated episodes into facts.
 - [dat999zx/knowl](https://github.com/dat999zx/knowl) [![dat999zx/knowl MCP server](https://glama.ai/mcp/servers/dat999zx/knowl/badges/score.svg)](https://glama.ai/mcp/servers/dat999zx/knowl) 📇 🏠 🍎 🪟 🐧 - Persistent local memory for coding agents that retires replaced facts at write time, so agents read the current answer; facts are typed with provenance.
 - [memokar/brainy](https://github.com/memokar/brainy) [![memokar/brainy MCP server](https://glama.ai/mcp/servers/memokar/brainy/badges/score.svg)](https://glama.ai/mcp/servers/memokar/brainy) 🎖️ 🐍 🏠 🐧 - Self-hosted shared brain for multiple agents: Git-versioned Markdown knowledge plus a task queue with atomic claims, per-space ACL, audit log and human approval, so Claude, ChatGPT and other agents can hand work to each other.
 ### ⚖️ <a name="legal"></a>Legal
 Access to legal information, legislation, and legal databases. Enables AI models to search and analyze legal documents and regulatory information.
@@ -2943,6 +2980,7 @@ Access to legal information, legislation, and legal databases. Enables AI models
 Location-based services and mapping tools. Enables AI models to work with geographic data, weather information, and location-based analytics.
 - [HasData/yellowpages-mcp](https://github.com/HasData/yellowpages-mcp) [![HasData/yellowpages-mcp MCP server](https://glama.ai/mcp/servers/HasData/yellowpages-mcp/badges/score.svg)](https://glama.ai/mcp/servers/HasData/yellowpages-mcp) 📇 ☁️ - Yellow Pages local business search by category and location, with full listings including services, brands and payment methods.
 - [HasData/google-maps-mcp](https://github.com/HasData/google-maps-mcp) [![HasData/google-maps-mcp MCP server](https://glama.ai/mcp/servers/HasData/google-maps-mcp/badges/score.svg)](https://glama.ai/mcp/servers/HasData/google-maps-mcp) 📇 ☁️ - Remote MCP server for Google Maps: place search and place details, reviews, photos, posts and contributor history, as JSON, with no Google Cloud project to set up.
 - [HasData/yelp-mcp](https://github.com/HasData/yelp-mcp) [![HasData/yelp-mcp MCP server](https://glama.ai/mcp/servers/HasData/yelp-mcp/badges/score.svg)](https://glama.ai/mcp/servers/HasData/yelp-mcp) 📇 ☁️ - Yelp business search by category and location, place details, and full reviews with sorting and star filters.
 - [qinisolabs/floodwise](https://github.com/qinisolabs/floodwise) [![qinisolabs/floodwise MCP server](https://glama.ai/mcp/servers/qinisolabs/floodwise/badges/score.svg)](https://glama.ai/mcp/servers/qinisolabs/floodwise) 📇 🏠 - Long-term flood-risk bands for England by postcode from Environment Agency open data.
 - [APOGEOAPI/apogeoapi-mcp](https://github.com/APOGEOAPI/apogeoapi-mcp) [![APOGEOAPI/apogeoapi-mcp MCP server](https://glama.ai/mcp/servers/APOGEOAPI/apogeoapi-mcp/badges/score.svg)](https://glama.ai/mcp/servers/APOGEOAPI/apogeoapi-mcp) 📇 ☁️ - Geographic data and live exchange rates: countries, states, cities, IP geolocation and currency rates.
@@ -3002,6 +3040,7 @@ Location-based services and mapping tools. Enables AI models to work with geogra
 Tools for creating and editing marketing content, working with web meta data, product positioning, and editing guides.
 - [A1-x-Tech/mcp-google-tagmanager](https://github.com/A1-x-Tech/mcp-google-tagmanager) [![A1-x-Tech/mcp-google-tagmanager MCP server](https://glama.ai/mcp/servers/A1-x-Tech/mcp-google-tagmanager/badges/score.svg)](https://glama.ai/mcp/servers/A1-x-Tech/mcp-google-tagmanager) 📇 ☁️ - Google Tag Manager: inspect containers, prepare workspace changes and publish when ready.
 - [A1-x-Tech/mcp-yandex-audience](https://github.com/A1-x-Tech/mcp-yandex-audience) [![A1-x-Tech/mcp-yandex-audience MCP server](https://glama.ai/mcp/servers/A1-x-Tech/mcp-yandex-audience/badges/score.svg)](https://glama.ai/mcp/servers/A1-x-Tech/mcp-yandex-audience) 📇 ☁️ - Yandex Audience API: build and manage ad-targeting segments (CRM uploads, lookalike, pixel-based) and access grants.
 - [AIOProductOS/studio-mcp](https://github.com/AIOProductOS/studio-mcp) [![AIOProductOS/studio-mcp MCP server](https://glama.ai/mcp/servers/AIOProductOS/studio-mcp/badges/score.svg)](https://glama.ai/mcp/servers/AIOProductOS/studio-mcp) 🎖️ 📇 🏠 🍎 🪟 🐧 - Local, scripted screen recordings of your web app with a moving pointer, zooms, callouts, captions and transitions, plus screenshots and MP4/GIF export.
 - [D4umak/linkedin-outreach-mcp](https://github.com/D4umak/linkedin-outreach-mcp) [![D4umak/linkedin-outreach-mcp MCP server](https://glama.ai/mcp/servers/D4umak/linkedin-outreach-mcp/badges/score.svg)](https://glama.ai/mcp/servers/D4umak/linkedin-outreach-mcp) 🎖️ 🐍 ☁️ 🍎 🪟 🐧 - LinkedIn outreach for prospecting, recruiting and job search: find people, message them in your voice, follow up and handle replies.
@@ -3077,11 +3116,13 @@ Tools for creating and editing marketing content, working with web meta data, pr
 - [pghdma/callrail-mcp](https://github.com/pghdma/callrail-mcp) [![pghdma/callrail-mcp MCP server](https://glama.ai/mcp/servers/pghdma/callrail-mcp/badges/score.svg)](https://glama.ai/mcp/servers/pghdma/callrail-mcp) 🐍 🏠 - CallRail API: call tracking, form submissions, transcripts, tag, tracker, company and user management, plus agency tools such as per-client cost attribution.
 - [pickelfintech/sentisift-sdks](https://github.com/pickelfintech/sentisift-sdks/tree/main/mcp) [![pickelfintech/sentisift-sdks MCP server](https://glama.ai/mcp/servers/pickelfintech/sentisift-sdks/badges/score.svg)](https://glama.ai/mcp/servers/pickelfintech/sentisift-sdks) 🐍 ☁️ - Comment moderation and intelligence for articles: bot and spam detection, multilingual sentiment analysis and constructive comment generation.
 - [pipeboard-co/meta-ads-mcp](https://github.com/pipeboard-co/meta-ads-mcp) 🐍 ☁️ 🏠 - Meta Ads automation: analyze performance, test creatives, optimize spend and scale campaigns.
 - [qaimos/storeshots-mcp](https://github.com/qaimos/storeshots-mcp) [![qaimos/storeshots-mcp MCP server](https://glama.ai/mcp/servers/qaimos/storeshots-mcp/badges/score.svg)](https://glama.ai/mcp/servers/qaimos/storeshots-mcp) 📇 ☁️ 🍎 🪟 🐧 - Turn raw app screenshots into App Store and Google Play marketing screenshots: 5 styles, iPhone/Android/iPad frames, every required store size, and PNG/ZIP download.
 - [qr-maker-io/mcp-server](https://github.com/qr-maker-io/mcp-server) [![qr-maker-io/mcp-server MCP server](https://glama.ai/mcp/servers/qr-maker-io/mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/qr-maker-io/mcp-server) 📇 ☁️ - Generate styled QR codes, manage dynamic short links with click analytics, and publish micro-landing pages.
 - [rooquiz/rooquiz-mcp](https://github.com/rooquiz/rooquiz-mcp) [![rooquiz/rooquiz-mcp MCP server](https://glama.ai/mcp/servers/rooquiz/rooquiz-mcp/badges/score.svg)](https://glama.ai/mcp/servers/rooquiz/rooquiz-mcp) 🎖️ 📇 ☁️ - Build and run RooQuiz knowledge, scored and outcome quizzes, then manage captured leads, respondents, submissions, bookings and conversion stats.
 - [krissanders/ai-visibility-mcp](https://github.com/krissanders/ai-visibility-mcp) [![krissanders/ai-visibility-mcp MCP server](https://glama.ai/mcp/servers/krissanders/ai-visibility-mcp/badges/score.svg)](https://glama.ai/mcp/servers/krissanders/ai-visibility-mcp) 🐍 🏠 🍎 🪟 🐧 - Audit how AI sees a website: per-bot robots.txt verdicts for AI crawlers, schema, sitemap, llms.txt, SPA detection and cross-model brand mentions.
 - [sharozdawa/ai-visibility](https://github.com/sharozdawa/ai-visibility) [![ai-visibility MCP server](https://glama.ai/mcp/servers/sharozdawa/ai-visibility/badges/score.svg)](https://glama.ai/mcp/servers/sharozdawa/ai-visibility) 📇 🏠 - Track brand visibility across ChatGPT, Perplexity, Claude and Gemini: visibility scores, sentiment analysis, competitor detection and trend charts.
 - [SearchAtlas](https://github.com/Search-Atlas-Group/searchatlas-mcp-server) [![search-atlas-mcp-server MCP server](https://glama.ai/mcp/servers/search-atlas-group/search-atlas-mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/search-atlas-group/search-atlas-mcp-server) 📇 ☁️ - SEO, content generation, PPC, keyword research, site auditing, authority building and LLM brand visibility monitoring.
 - [seocombat/clipwright-mcp](https://github.com/seocombat/clipwright-mcp) [![seocombat/clipwright-mcp MCP server](https://glama.ai/mcp/servers/seocombat/clipwright-mcp/badges/score.svg)](https://glama.ai/mcp/servers/seocombat/clipwright-mcp) 🎖️ 📇 ☁️ 🍎 🪟 🐧 - Make UGC-style video ads without filming: tell your AI assistant what to say and get a vertical clip of a realistic actor saying it, ready for TikTok, Reels or Shorts. Pick or describe an actor, choose a voice from samples, and see the price before rendering. It also makes faceless videos from a script or a short brief. `npx -y @clipwright/mcp-server`
 - [SEOcrawl/seocrawl-mcp](https://github.com/SEOcrawl/seocrawl-mcp) [![SEOcrawl/seocrawl-mcp MCP server](https://glama.ai/mcp/servers/SEOcrawl/seocrawl-mcp/badges/score.svg)](https://glama.ai/mcp/servers/SEOcrawl/seocrawl-mcp) 🎖️ ☁️ - SEO and GEO: live Google Search Console and GA4 data, keyword and page analysis, AI visibility tracking, site audits and SEO task management.
 - [integrallis/rankcli-mcp-server](https://github.com/integrallis/rankcli-mcp-server) [![integrallis/rankcli-mcp-server MCP server](https://glama.ai/mcp/servers/integrallis/rankcli-mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/integrallis/rankcli-mcp-server) 📇 🏠 ☁️ - SEO and GEO (AI search) analysis: Core Web Vitals, structured data, security headers, mobile SEO, image audits, internal linking and AI crawler access.
 - [sparrow84001/mcp-seo](https://github.com/sparrow84001/mcp-seo) [![mcp-seo MCP server](https://glama.ai/mcp/servers/sparrow84001/mcp-seo/badges/score.svg)](https://glama.ai/mcp/servers/sparrow84001/mcp-seo) 📇 🏠 ☁️ 🍎 🪟 🐧 - SEO, AEO, GEO, local SEO and CRO auditor with framework-aware code fixes, sitemap crawling and HTTP security header inspection.
@@ -3132,6 +3173,7 @@ Access and analyze application monitoring data. Enables AI models to review erro
 - [enmanuelmag/heimdall-mcp](https://github.com/enmanuelmag/heimdall-mcp) [![enmanuelmag/heimdall-mcp](https://glama.ai/mcp/servers/enmanuelmag/heimdall-mcp/badges/score.svg)](https://glama.ai/mcp/servers/enmanuelmag/heimdall-mcp) 📇 ☁️ 🏠 🍎 🪟 🐧 - Transparent MCP proxy that intercepts JSON-RPC messages, measures latency, stores traces in SQLite, PostgreSQL or MySQL, and exports OpenTelemetry spans.
 - [esp4ce/infra-mcp](https://github.com/esp4ce/infra-mcp) [![esp4ce/infra-mcp MCP server](https://glama.ai/mcp/servers/esp4ce/infra-mcp/badges/score.svg)](https://glama.ai/mcp/servers/esp4ce/infra-mcp) 🐍 🏠 🍎 🪟 🐧 - Read-only access to on-prem Linux VMs and PostgreSQL over SSH: service health, logs, database state and table schemas, with allowlists and an audit log.
 - [FailEcho/failecho](https://github.com/FailEcho/failecho) [![FailEcho/failecho MCP server](https://glama.ai/mcp/servers/FailEcho/failecho/badges/score.svg)](https://glama.ai/mcp/servers/FailEcho/failecho) 🐍 ☁️ 🏠 🍎 🪟 🐧 - Cross-agent failure intelligence: before retrying a failed tool call, check whether other agents hit the same failure and which recovery worked.
 - [fclairamb/solidping](https://github.com/fclairamb/solidping) [![fclairamb/solidping MCP server](https://glama.ai/mcp/servers/fclairamb/solidping/badges/score.svg)](https://glama.ai/mcp/servers/fclairamb/solidping) 🎖️ 🏎️ 🏠 ☁️ - Uptime monitoring over MCP. List and create checks, read incidents and results, manage maintenance windows and status pages. Self-hosted single Go binary, 40 check types, probes in several regions.
 - [getsentry/sentry-mcp](https://github.com/getsentry/sentry-mcp) 🐍 ☁️ - Sentry integration for error tracking and performance monitoring.
 - [GeiserX/duplicacy-mcp](https://github.com/GeiserX/duplicacy-mcp) [![GeiserX/duplicacy-mcp MCP server](https://glama.ai/mcp/servers/GeiserX/duplicacy-mcp/badges/score.svg)](https://glama.ai/mcp/servers/GeiserX/duplicacy-mcp) 🏎️ ☁️ 🍎 🪟 🐧 - Duplicacy backup monitoring: query backup job status and Prometheus metrics from a Duplicacy exporter.
 - [GeiserX/genieacs-mcp](https://github.com/GeiserX/genieacs-mcp) [![GeiserX/genieacs-mcp MCP server](https://glama.ai/mcp/servers/GeiserX/genieacs-mcp/badges/score.svg)](https://glama.ai/mcp/servers/GeiserX/genieacs-mcp) 🏎️ ☁️ 🍎 🪟 🐧 - Bridge to GenieACS (TR-069 ACS) instances: device data, firmware management and CPE actions such as reboot, parameter refresh and firmware download.
@@ -3158,6 +3200,7 @@ Access and analyze application monitoring data. Enables AI models to review erro
 - [mikusnuz/umami-mcp](https://github.com/mikusnuz/umami-mcp) [![mikusnuz/umami-mcp MCP server](https://glama.ai/mcp/servers/mikusnuz/umami-mcp/badges/score.svg)](https://glama.ai/mcp/servers/mikusnuz/umami-mcp) 📇 ☁️ - Access the Umami Analytics API: websites, stats, sessions, events, reports, users, teams and realtime monitoring.
 - [perceptdot/percept](https://github.com/perceptdot/percept) [![perceptdot/percept MCP server](https://glama.ai/mcp/servers/perceptdot/percept/badges/score.svg)](https://glama.ai/mcp/servers/perceptdot/percept) 📇 ☁️ 🏠 - Agent observability platform that discovers and recommends MCP servers, with GA4, Vercel, GitHub and Sentry connectors and ROI tracking.
 - [ShekharBhardwaj/AgenticLedger](https://github.com/ShekharBhardwaj/AgenticLedger) [![ShekharBhardwaj/AgenticLedger MCP server](https://glama.ai/mcp/servers/ShekharBhardwaj/AgenticLedger/badges/score.svg)](https://glama.ai/mcp/servers/ShekharBhardwaj/AgenticLedger) 🐍 🏠 🍎 🪟 🐧 - Query the local Agentic Ledger flight recorder: agent sessions, costs, loop runs and stuck-loop flags captured by a transparent proxy.
 - [saxonnicholls/super-log](https://github.com/saxonnicholls/super-log) [![saxonnicholls/super-log MCP server](https://glama.ai/mcp/servers/saxonnicholls/super-log/badges/score.svg)](https://glama.ai/mcp/servers/saxonnicholls/super-log) 📇 🏠 🍎 🪟 🐧 - Read-only access to a local dev bench that interleaves every log stream on one timeline: tail and search live streams, search the on-disk journal, wait for an event, and read per-topic guides for unfamiliar topics. No API key, no daemon of its own, `npx -y @super-log/mcp`.
 - [seancrecord/scvd-general-store-repo (scvd-tab)](https://github.com/seancrecord/scvd-general-store-repo/tree/main/tab) [![seancrecord/scvd-general-store-repo MCP server](https://glama.ai/mcp/servers/seancrecord/scvd-general-store-repo/badges/score.svg)](https://glama.ai/mcp/servers/seancrecord/scvd-general-store-repo) 📇 🏠 🍎 🪟 🐧 - Track agent tool spending with local, consent-gated JSONL storage.
 - [smigolsmigol/llmkit](https://github.com/smigolsmigol/llmkit) [![llmkit-mcp-server MCP server](https://glama.ai/mcp/servers/@smigolsmigol/llmkit-mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/@smigolsmigol/llmkit-mcp-server) 📇 ☁️ 🍎 🪟 🐧 - AI API cost tracking and budget enforcement across LLM providers: spend analytics, budget monitoring, session summaries and key management.
 - [syk8015/claudeusage](https://github.com/syk8015/claudeusage) [![syk8015/claudeusage MCP server](https://glama.ai/mcp/servers/syk8015/claudeusage/badges/score.svg)](https://glama.ai/mcp/servers/syk8015/claudeusage) 🐍 🏠 🍎 - Measure whether a Claude subscription pays off from local Claude Code logs: surviving Claude-written code, rate-limit drivers and chat usage.
@@ -3173,6 +3216,7 @@ Access and analyze application monitoring data. Enables AI models to review erro
 - [pydantic/logfire-mcp](https://github.com/pydantic/logfire-mcp) 🎖️ 🐍 ☁️ - Access OpenTelemetry traces and metrics through Logfire.
 - [Higangssh/homebutler](https://github.com/Higangssh/homebutler) [![homebutler MCP server](https://glama.ai/mcp/servers/Higangssh/homebutler/badges/score.svg)](https://glama.ai/mcp/servers/Higangssh/homebutler) 🏎️ 🏠 - Homelab management across multiple servers via SSH: system resource monitoring, Docker containers, Wake-on-LAN, network scans, open-port checks and alerts.
 - [incu6us/loki-mcp-server](https://github.com/incu6us/loki-mcp-server) [![incu6us/loki-mcp-server MCP server](https://glama.ai/mcp/servers/incu6us/loki-mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/incu6us/loki-mcp-server) 🏎️ 🏠 🍎 🪟 🐧 - Query Grafana Loki directly with a discovery-first workflow: labels, values, series and LogQL queries, without requiring Grafana.
 - [igorolv/loki-mcp-server](https://github.com/igorolv/loki-mcp-server) [![igorolv/loki-mcp-server MCP server](https://glama.ai/mcp/servers/igorolv/loki-mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/igorolv/loki-mcp-server) ☕ 🏠 🍎 🪟 🐧 - Read-only Grafana Loki (2.6.1 and 3.x) for agents: label and stream discovery, bounded LogQL pages, counts by label or time bucket, and log export; several stands per server.
 - [rbmuller/scherlok](https://github.com/rbmuller/scherlok) [![rbmuller/scherlok MCP server](https://glama.ai/mcp/servers/rbmuller/scherlok/badges/score.svg)](https://glama.ai/mcp/servers/rbmuller/scherlok) 🐍 🏠 🍎 🪟 🐧 - Read-only data quality monitoring for Postgres, BigQuery, Snowflake, MySQL and DuckDB: warehouse profiling, anomaly detection and optional dbt lineage.
 - [seekrays/mcp-monitor](https://github.com/seekrays/mcp-monitor) 🏎️ 🏠 - Real-time system metrics: CPU, memory, disk, network, host and process information.
 - [spanlens/Spanlens](https://github.com/spanlens/Spanlens/tree/main/packages/mcp-server) [![spanlens/Spanlens MCP server](https://glama.ai/mcp/servers/spanlens/Spanlens/badges/score.svg)](https://glama.ai/mcp/servers/spanlens/Spanlens) 🎖️ 📇 ☁️ - Read-only access to Spanlens LLM observability: request logs, costs, agent traces, anomalies, model savings and per-user analytics.
@@ -3359,6 +3403,7 @@ Tools for conducting research, surveys, interviews, and data collection.
 - [archoor/painspotter-mcp](https://github.com/archoor/painspotter-mcp) [![archoor/painspotter-mcp MCP server](https://glama.ai/mcp/servers/archoor/painspotter-mcp/badges/score.svg)](https://glama.ai/mcp/servers/archoor/painspotter-mcp) 🐍 ☁️ - Startup and product opportunities mined from Reddit, Hacker News, Product Hunt and Stack Exchange: pain points, trending themes and commercial scores.
 - [Battam1111/omniseek](https://github.com/Battam1111/omniseek) [![Battam1111/omniseek MCP server](https://glama.ai/mcp/servers/Battam1111/omniseek/badges/score.svg)](https://glama.ai/mcp/servers/Battam1111/omniseek) 🐍 🏠 🍎 🪟 🐧 - Self-hosted perception server: local bilingual ASR, vision, cross-lingual search, credentialed login-walled sources and a persistent relation graph.
 - [BrowseAI-HQ/BrowserAI-Dev](https://github.com/BrowseAI-HQ/BrowserAI-Dev) [![browse-ai MCP server](https://glama.ai/mcp/servers/BrowseAI-HQ/browse-ai/badges/score.svg)](https://glama.ai/mcp/servers/BrowseAI-HQ/browse-ai) 📇 ☁️ - Evidence-backed web research: real-time search with cited claims, confidence scores and a mode comparing raw LLM answers with evidence-backed ones.
 - [cluefinch/mcp-server](https://github.com/cluefinch/mcp-server) [![cluefinch/mcp-server MCP server](https://glama.ai/mcp/servers/cluefinch/mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/cluefinch/mcp-server) 🐍 🏠 🍎 🪟 🐧 - Cluefinch MCP provides Deep Research infrastructure for AI agents: web search, incremental page reading, source-link navigation, and multi-source evidence collection while the agent remains in control of planning and reasoning.
 - [davidmosiah/uap-pulse](https://github.com/davidmosiah/uap-pulse) [![UAP Pulse MCP server](https://glama.ai/mcp/servers/davidmosiah/uap-pulse/badges/score.svg)](https://glama.ai/mcp/servers/davidmosiah/uap-pulse) 📇 🏠 🍎 🪟 🐧 - Read-only search of declassified U.S. federal UAP/UFO records, with hotspots, timelines, a live map dataset and direct source links.
 - [dhamma-seeker/tripitaka-mcp](https://github.com/dhamma-seeker/tripitaka-mcp) [![dhamma-seeker/tripitaka-mcp MCP server](https://glama.ai/mcp/servers/dhamma-seeker/tripitaka-mcp/badges/score.svg)](https://glama.ai/mcp/servers/dhamma-seeker/tripitaka-mcp) 🐍 ☁️ 🏠 - Search, cite and compare the Pāli Canon (Tipiṭaka): hybrid search, full suttas with cross-references, aligned translations and Pāli dictionary lookup.
 - [dvdsosa/zotero-native-mcp](https://github.com/dvdsosa/zotero-native-mcp) [![dvdsosa/zotero-native-mcp MCP server](https://glama.ai/mcp/servers/dvdsosa/zotero-native-mcp/badges/score.svg)](https://glama.ai/mcp/servers/dvdsosa/zotero-native-mcp) 📇 🏠 🍎 🪟 🐧 - Read and write a local Zotero library via its local API, offline: collections, items, attachments, full text, BibTeX and CSL export, tags and saved searches.
@@ -3387,6 +3432,7 @@ Tools for conducting research, surveys, interviews, and data collection.
 - [thevibepreneur/gapbase-mcp](https://github.com/thevibepreneur/gapbase-mcp) [![thevibepreneur/gapbase-mcp MCP server](https://glama.ai/mcp/servers/thevibepreneur/gapbase-mcp/badges/score.svg)](https://glama.ai/mcp/servers/thevibepreneur/gapbase-mcp) 📇 🏠 - Search a database of startup gaps by industry, role or keyword, each with the pain point, solution direction and a blueprint link. Works offline.
 - [TheWhiteWater/tube-bridge](https://github.com/TheWhiteWater/tube-bridge) [![TheWhiteWater/tube-bridge MCP server](https://glama.ai/mcp/servers/TheWhiteWater/tube-bridge/badges/score.svg)](https://glama.ai/mcp/servers/TheWhiteWater/tube-bridge) 🐍 🏠 - Self-hosted YouTube research: video and channel search, transcripts, comments, playlists, timestamped frames and private local semantic corpora.
 - [rnwkr7rscy-lang/fittin-mcp](https://github.com/rnwkr7rscy-lang/fittin-mcp) [![rnwkr7rscy-lang/fittin-mcp MCP server](https://glama.ai/mcp/servers/rnwkr7rscy-lang/fittin-mcp/badges/score.svg)](https://glama.ai/mcp/servers/rnwkr7rscy-lang/fittin-mcp) 🐍 ☁️ - Patent prior art search and startup IP analysis: clone risk scores, defensibility maps, patentable features and competitor patent landscapes.
 - [Scormave/gramps-web-mcp](https://github.com/Scormave/gramps-web-mcp) [![Scormave/gramps-web-mcp MCP server](https://glama.ai/mcp/servers/Scormave/gramps-web-mcp/badges/score.svg)](https://glama.ai/mcp/servers/Scormave/gramps-web-mcp) #️⃣ 🏠 🍎 🪟 🐧 - Gramps Web genealogy: search and edit family tree records, explore ancestors, descendants, relationships and timelines, and read media with privacy-aware previews. Includes a read-only mode and Claude Desktop bundles.
 - [sh-patterson/legiscan-mcp](https://github.com/sh-patterson/legiscan-mcp) [![ggstefivzf MCP server](https://glama.ai/mcp/servers/ggstefivzf/badges/score.svg)](https://glama.ai/mcp/servers/ggstefivzf) 📇 ☁️ - Legislative data from all 50 US states and Congress via the LegiScan API: search bills, get full text, track votes and look up legislators.
 - [SidneyBissoli/uis-mcp-server](https://github.com/SidneyBissoli/uis-mcp-server) [![SidneyBissoli/uis-mcp-server MCP server](https://glama.ai/mcp/servers/SidneyBissoli/uis-mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/SidneyBissoli/uis-mcp-server) 📇 ☁️ 🏠 - UNESCO Institute for Statistics indicators on education, science, culture and communication by country, region and year, with provenance on every response.
 - [smaniches/semantic-scholar-mcp](https://github.com/smaniches/semantic-scholar-mcp) [![smaniches/semantic-scholar-mcp MCP server](https://glama.ai/mcp/servers/smaniches/semantic-scholar-mcp/badges/score.svg)](https://glama.ai/mcp/servers/smaniches/semantic-scholar-mcp) 🐍 🏠 ☁️ 🍎 🪟 🐧 - Semantic Scholar academic papers: search, paper and author retrieval, citation-graph traversal and recommendations.
@@ -3419,6 +3465,7 @@ Tools for conducting research, surveys, interviews, and data collection.
 - [HasData/bing-mcp](https://github.com/HasData/bing-mcp) [![HasData/bing-mcp MCP server](https://glama.ai/mcp/servers/HasData/bing-mcp/badges/score.svg)](https://glama.ai/mcp/servers/HasData/bing-mcp) 📇 ☁️ - Bing search results as JSON: organic results, ads and the Copilot answer, targeted by market, country, language and device.
 - [usestring/string-ai-mcp](https://github.com/usestring/string-ai-mcp) [![usestring/string-ai-mcp MCP server](https://glama.ai/mcp/servers/usestring/string-ai-mcp/badges/score.svg)](https://glama.ai/mcp/servers/usestring/string-ai-mcp) 🎖️ 📇 ☁️ - Search the web, fetch URLs and map sites as clean Markdown, getting past anti-bot blocks.
 - [HasData/web-scraping-mcp](https://github.com/HasData/web-scraping-mcp) [![HasData/web-scraping-mcp MCP server](https://glama.ai/mcp/servers/HasData/web-scraping-mcp/badges/score.svg)](https://glama.ai/mcp/servers/HasData/web-scraping-mcp) 📇 ☁️ - Web scraping: fetch public pages with optional JavaScript rendering, wait conditions and CSS or AI extraction rules, as Markdown, text, HTML or JSON.
 - [AgentiLoop/pagewire-mcp](https://github.com/AgentiLoop/pagewire-mcp) [![AgentiLoop/pagewire-mcp MCP server](https://glama.ai/mcp/servers/AgentiLoop/pagewire-mcp/badges/score.svg)](https://glama.ai/mcp/servers/AgentiLoop/pagewire-mcp) 📇 ☁️ 🍎 🪟 🐧 - Read any public web page as clean Markdown, page metadata, or a page plus 4 same-site pages; pay per call in USDC via x402, no API key.
 - [ToolTrace-io/mcp-server](https://github.com/ToolTrace-io/mcp-server) [![ToolTrace-io/mcp-server MCP server](https://glama.ai/mcp/servers/ToolTrace-io/mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/ToolTrace-io/mcp-server) 🎖️ 📇 ☁️ - Web page data: scrape to Markdown, extract metadata, links and JSON-LD, audit on-page SEO, detect tech stacks and validate XML sitemaps.
 - [JerryLiu369/agent-web-search](https://github.com/JerryLiu369/agent-web-search) [![JerryLiu369/agent-web-search MCP server](https://glama.ai/mcp/servers/JerryLiu369/agent-web-search/badges/score.svg)](https://glama.ai/mcp/servers/JerryLiu369/agent-web-search) 🐍 ☁️ 🏠 - Provider-neutral web search aggregating model grounding (Gemini, Grok, DeepSeek and others) and search APIs such as Exa, Brave, Perplexity and Tavily.
 - [artemchuikin/youtube-mcp](https://github.com/artemchuikin/youtube-mcp) [![artemchuikin/youtube-mcp MCP server](https://glama.ai/mcp/servers/artemchuikin/youtube-mcp/badges/score.svg)](https://glama.ai/mcp/servers/artemchuikin/youtube-mcp) 🎖️ 📇 ☁️ - YouTube transcripts (text, JSON, SRT, VTT, srv3), video and channel search, playlists and large batch jobs.
@@ -3644,6 +3691,7 @@ Tools for conducting research, surveys, interviews, and data collection.
 - [ashlrai/webfetch](https://github.com/ashlrai/webfetch) [![ashlrai/webfetch MCP server](https://glama.ai/mcp/servers/ashlrai/webfetch/badges/score.svg)](https://glama.ai/mcp/servers/ashlrai/webfetch) 📇 ☁️ 🏠 🍎 🪟 🐧 - License-aware federated image search across many providers, returning license tags, attribution strings, dimensions and download URLs.
 - [WhaleCupl/ai-daily-insights-mcp](https://github.com/WhaleCupl/ai-daily-insights-mcp) [![WhaleCupl/ai-daily-insights-mcp MCP server](https://glama.ai/mcp/servers/WhaleCupl/ai-daily-insights-mcp/badges/score.svg)](https://glama.ai/mcp/servers/WhaleCupl/ai-daily-insights-mcp) 📇 ☁️ - List, fetch and full-text search structured daily AI news from AI Daily Insights, a Chinese AI-industry briefing.
 - [whw23/searxng-http-mcp](https://github.com/whw23/searxng_http_mcp) [![whw23/searxng_http_mcp MCP server](https://glama.ai/mcp/servers/whw23/searxng_http_mcp/badges/score.svg)](https://glama.ai/mcp/servers/whw23/searxng_http_mcp) 🐍 ☁️ 🏠 - Self-contained SearXNG in Docker: metasearch across many engines and categories with multi-page fanout, autocomplete, engine discovery and a Web UI proxy.
 - [XZXZZX-Ai/bilibili-mcp](https://github.com/XZXZZX-Ai/bilibili-mcp) [![XZXZZX-Ai/bilibili-mcp MCP server](https://glama.ai/mcp/servers/XZXZZX-Ai/bilibili-mcp/badges/score.svg)](https://glama.ai/mcp/servers/XZXZZX-Ai/bilibili-mcp) 📇 🏠 🍎 🪟 🐧 - Local-first Bilibili MCP server for video metadata, subtitles and structured transcripts, chapters, popular comments, and optional local ASR fallback. Published on npm as `@xzxzzx/bilibili-mcp` with bilingual documentation.
 - [yamanoku/baseline-mcp-server](https://github.com/yamanoku/baseline-mcp-server) 📇 🏠 - Search Baseline status using the Web Platform API.
 - [yubinkim444/ai-first-scraper-mcp](https://github.com/yubinkim444/ai-first-scraper-mcp) [![yubinkim444/ai-first-scraper-mcp MCP server](https://glama.ai/mcp/servers/yubinkim444/ai-first-scraper-mcp/badges/score.svg)](https://glama.ai/mcp/servers/yubinkim444/ai-first-scraper-mcp) 🐍 🏠 ☁️ 🍎 🪟 🐧 - Ad-free web scraping and search as clean Markdown: fetch pages singly or in parallel batches, and search the web for top-k pages.
 - [zhsama/duckduckgo-mcp-server](https://github.com/zhsama/duckduckgo-mpc-server/) 📇 🏠 ☁️ - Web search via DuckDuckGo.
@@ -3660,6 +3708,7 @@ Tools for conducting research, surveys, interviews, and data collection.
 ### 🔒 <a name="security"></a>Security
 - [tunahanaliozturk/derbent](https://github.com/tunahanaliozturk/derbent) [![tunahanaliozturk/derbent MCP server](https://glama.ai/mcp/servers/tunahanaliozturk/derbent/badges/score.svg)](https://glama.ai/mcp/servers/tunahanaliozturk/derbent) 🏎️ 🏠 🍎 🪟 🐧 - One local gate for Claude Code, Codex, Copilot CLI and Antigravity: allow, deny and ask rules over MCP and built-in tool calls, approvals from a terminal UI, and hash-chained receipts.
 - [fredyee/hallucc-mcp](https://github.com/fredyee/hallucc-mcp) [![fredyee/hallucc-mcp MCP server](https://glama.ai/mcp/servers/fredyee/hallucc-mcp/badges/score.svg)](https://glama.ai/mcp/servers/fredyee/hallucc-mcp) 📇 ☁️ - Claim-level hallucination detection with sources, agent trajectory verification, risk gating for computer-use actions and prompt-injection defense.
 - [ucsandman/DashClaw](https://github.com/ucsandman/DashClaw) [![ucsandman/DashClaw MCP server](https://glama.ai/mcp/servers/ucsandman/DashClaw/badges/score.svg)](https://glama.ai/mcp/servers/ucsandman/DashClaw) 🎖️ 📇 ☁️ 🏠 🍎 🪟 🐧 - Fail-closed approval layer for unattended agent runs: checks actions against org policy, requests human approval and logs every decision to a causal ledger.
 - [26zl/cybersec-toolkit](https://github.com/26zl/cybersec-toolkit) [![26zl/cybersec-toolkit MCP server](https://glama.ai/mcp/servers/26zl/cybersec-toolkit/badges/score.svg)](https://glama.ai/mcp/servers/26zl/cybersec-toolkit) 🐍 🏠 🐧 - Install a large security toolset and discover and run it through an authorization-gated server for CTF, pentesting, bug bounty and DFIR.
@@ -3751,6 +3800,7 @@ Tools for conducting research, surveys, interviews, and data collection.
 - [dnsdoctor/claude-plugin](https://github.com/dnsdoctor/claude-plugin) [![dnsdoctor/claude-plugin MCP server](https://glama.ai/mcp/servers/dnsdoctor/claude-plugin/badges/score.svg)](https://glama.ai/mcp/servers/dnsdoctor/claude-plugin) 🎖️ 🐍 ☁️ - Scan and fix a domain's email authentication (SPF, DMARC, DKIM, MX), blacklist status and domain/SSL expiry, with deterministic, validated fix records.
 - [doublegate/CyberChef-MCP](https://github.com/doublegate/CyberChef-MCP) [![doublegate/CyberChef-MCP MCP server](https://glama.ai/mcp/servers/doublegate/CyberChef-MCP/badges/score.svg)](https://glama.ai/mcp/servers/doublegate/CyberChef-MCP) 📇 🏠 - GCHQ CyberChef's encryption, encoding, compression and forensics operations, plus analysis tools such as hash identification, cipher solving and RSA attacks.
 - [duriantaco/skylos](https://github.com/duriantaco/skylos) [![mcp-skylos MCP server](https://glama.ai/mcp/servers/@duriantaco/mcp-skylos/badges/score.svg)](https://glama.ai/mcp/servers/@duriantaco/mcp-skylos) 🐍 🏠 🍎 🪟 🐧 - Dead code detection, security scanning and code quality analysis for Python, TypeScript and Go, with AI-assisted remediation.
 - [echelongraph/echelongraph-mcp](https://github.com/echelongraph/echelongraph-mcp) [![echelongraph/echelongraph-mcp MCP server](https://glama.ai/mcp/servers/echelongraph/echelongraph-mcp/badges/score.svg)](https://glama.ai/mcp/servers/echelongraph/echelongraph-mcp) 🎖️ 📇 ☁️ 🏠 🍎 🪟 🐧 - Keyless, read-only CVE and internet-exposure intelligence: CVE lookup and search, CISA KEV, EPSS history, CWE, vendor advisories (MSRC, Red Hat, Cisco, GHSA and more), SBOM and manifest checks, and aggregate exposure radars. Use the hosted endpoint (mcp.echelongraph.io) with no install, or run locally with npx.
 - [elberacasa/umbra](https://github.com/elberacasa/umbra) [![elberacasa/umbra MCP server](https://glama.ai/mcp/servers/elberacasa/umbra/badges/score.svg)](https://glama.ai/mcp/servers/elberacasa/umbra) 📇 🏠 🍎 🪟 🐧 - Trust scores and guardrails for AI-generated code: static security rules, Docker-verified build/boot checks and receipts that catch agents lying about tests.
 - [eliottreich/taskbounty-check](https://github.com/eliottreich/taskbounty-check) [![taskbounty-check MCP server](https://glama.ai/mcp/servers/eliottreich/taskbounty-check/badges/score.svg)](https://glama.ai/mcp/servers/eliottreich/taskbounty-check) 📇 🏠 🍎 🪟 🐧 - Local, read-only scanner for GitHub Actions and CI maintenance issues in AI-built apps, with finding explanations and fix plans.
 - [emiliaprotocol/emilia-protocol](https://github.com/emiliaprotocol/emilia-protocol) [![emiliaprotocol/emilia-protocol MCP server](https://glama.ai/mcp/servers/emiliaprotocol/emilia-protocol/badges/score.svg)](https://glama.ai/mcp/servers/emiliaprotocol/emilia-protocol) 📇 🏠 - Requires a named human's approval before irreversible agent actions such as payments or deploys, then issues an offline-verifiable Ed25519 trust receipt.
@@ -3790,6 +3840,7 @@ Tools for conducting research, surveys, interviews, and data collection.
 - [juanisidoro/securecode-mcp](https://github.com/juanisidoro/securecode-mcp) [![securecode-mcp MCP server](https://glama.ai/mcp/servers/juanisidoro/securecode-mcp/badges/score.svg)](https://glama.ai/mcp/servers/juanisidoro/securecode-mcp) 📇 ☁️ 🍎 🪟 🐧 - Encrypted secrets vault for Claude Code that injects secrets into local files so the AI never sees raw values, with audit logs and per-model access rules.
 - [LaurieWired/GhidraMCP](https://github.com/LaurieWired/GhidraMCP) ☕ 🏠 - Autonomous reverse engineering with Ghidra: decompile binaries, rename methods and data, and list methods, classes, imports and exports.
 - [luiacuaniello/perspectivegraph](https://github.com/luiacuaniello/perspectivegraph) [![luiacuaniello/perspectivegraph MCP server](https://glama.ai/mcp/servers/luiacuaniello/perspectivegraph/badges/score.svg)](https://glama.ai/mcp/servers/luiacuaniello/perspectivegraph) 🎖️ 🏎️ 🏠 🍎 🪟 🐧 - Attack-path engine for cloud and Kubernetes: list routes from internet exposure to sensitive assets, explain each hop, find choke points and simulate fixes.
 - [mandarelabs/mandare](https://github.com/mandarelabs/mandare) [![mandarelabs/mandare MCP server](https://glama.ai/mcp/servers/mandarelabs/mandare/badges/score.svg)](https://glama.ai/mcp/servers/mandarelabs/mandare) 🎖️ 📇 🏠 🍎 🐧 - Accountability for AI agent fleets: verify a signed, hash-chained ledger, check budgets, kill an agent, and issue passports and mandates, all through the local CLI.
 - [mariocandela/beelzebub](https://github.com/mariocandela/beelzebub) ☁️ - Honeypot framework for building decoy MCP tools that an agent would never use in normal work, to detect prompt injection and malicious agent behavior.
 - [mobb-dev/mobb-vibe-shield-mcp](https://github.com/mobb-dev/bugsy?tab=readme-ov-file#model-context-protocol-mcp-server) 🎖️ 📇 ☁️ 🍎 🪟 🐧 - Mobb Vibe Shield identifies and remediates vulnerabilities in human and AI-written code.
 - [MoltyCel/moltrust-mcp-server](https://github.com/MoltyCel/moltrust-mcp-server) [![moltrust-mcp-server MCP server](https://glama.ai/mcp/servers/@MoltyCel/moltrust-mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/@MoltyCel/moltrust-mcp-server) 🐍 ☁️ 🍎 🪟 🐧 - Trust infrastructure for AI agents: register DIDs, verify identities, query reputation scores, rate agents and manage W3C Verifiable Credentials.
@@ -3809,6 +3860,7 @@ Tools for conducting research, surveys, interviews, and data collection.
 - [piiiico/proof-of-commitment](https://github.com/piiiico/proof-of-commitment) [![piiiico/proof-of-commitment MCP server](https://glama.ai/mcp/servers/piiiico/proof-of-commitment/badges/score.svg)](https://glama.ai/mcp/servers/piiiico/proof-of-commitment) 📇 ☁️ 🏠 🍎 🪟 🐧 - Supply chain risk scoring for npm, PyPI, Cargo and Go packages from behavioral signals: publisher depth, release consistency and maintenance patterns.
 - [pullkitsan/mobsf-mcp-server](https://github.com/pullkitsan/mobsf-mcp-server) 🦀 🏠 🍎 🪟 🐧 - Static and dynamic analysis of Android and iOS apps with MobSF.
 - [ppcvote/misp-mcp-server](https://github.com/ppcvote/misp-mcp-server) [![ppcvote/misp-mcp-server MCP server](https://glama.ai/mcp/servers/ppcvote/misp-mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/ppcvote/misp-mcp-server) 📇 🏠 🍎 🪟 🐧 - Read-only MISP threat intelligence (events, attributes, search, tags, feeds, galaxies) with prompt injection scanning of every response.
 - [privacyfence/privacyfence](https://github.com/privacyfence/privacyfence) [![privacyfence/privacyfence MCP server](https://glama.ai/mcp/servers/privacyfence/privacyfence/badges/score.svg)](https://glama.ai/mcp/servers/privacyfence/privacyfence) 🐍 🏠 🍎 🪟 🐧 - Privacy and approval gateway between AI assistants and Gmail, Drive, Slack, Salesforce, Jira and more: human approval for sensitive reads and writes, local PII detection and an audit log.
 - [project-feldspar-resources/feldspar-scan](https://github.com/project-feldspar-resources/feldspar-scan) [![project-feldspar-resources/feldspar-scan MCP server](https://glama.ai/mcp/servers/project-feldspar-resources/feldspar-scan/badges/score.svg)](https://glama.ai/mcp/servers/project-feldspar-resources/feldspar-scan) 🐍 ☁️ 🏠 🐧 - Deterministic security scan of public git repositories: vulnerable dependencies via OSV, hard-coded secrets and risky config lint, as file:line findings.
 - [qianniuspace/mcp-security-audit](https://github.com/qianniuspace/mcp-security-audit) 📇 ☁️ - Audit npm package dependencies for security vulnerabilities with real-time checks against the npm registry.
 - [rafapra3008/cervellaswarm](https://github.com/rafapra3008/cervellaswarm/tree/main/packages/mcp-server) [![rafapra3008/cervellaswarm MCP server](https://glama.ai/mcp/servers/rafapra3008/cervellaswarm/badges/score.svg)](https://glama.ai/mcp/servers/rafapra3008/cervellaswarm) 🐍 🏠 🍎 🪟 🐧 - Verify agent communication protocols with session types and Lean 4 proofs to catch deadlocks and role violations; includes a linter, formatter and LSP.
@@ -3906,6 +3958,7 @@ Tools for conducting research, surveys, interviews, and data collection.
 - [aurelio-nakamura/cmdxray](https://github.com/aurelio-nakamura/cmdxray) [![aurelio-nakamura/cmdxray MCP server](https://glama.ai/mcp/servers/aurelio-nakamura/cmdxray/badges/score.svg)](https://glama.ai/mcp/servers/aurelio-nakamura/cmdxray) 📇 🏠 🍎 🪟 🐧 - Offline safety gate for agent shell commands: rates each command as danger, caution or none and explains every flag, pipe, redirect and subshell.
 - [Top-Celestial-Company-Ltd/DROS-VajraClaw-Hacker](https://github.com/Top-Celestial-Company-Ltd/DROS-VajraClaw-Hacker) [![Top-Celestial-Company-Ltd/DROS-VajraClaw-Hacker MCP server](https://glama.ai/mcp/servers/Top-Celestial-Company-Ltd/DROS-VajraClaw-Hacker/badges/score.svg)](https://glama.ai/mcp/servers/Top-Celestial-Company-Ltd/DROS-VajraClaw-Hacker) 🐍 🏠 🐧 🪟 🍎 - Deterministic execution governance gateway and W3C DID security guardrail for AI agent MCP tool calls.
 - [Jimil-Joshi/blastradius-mcp](https://github.com/Jimil-Joshi/blastradius-mcp) [![Jimil-Joshi/blastradius-mcp MCP server](https://glama.ai/mcp/servers/Jimil-Joshi/blastradius-mcp/badges/score.svg)](https://glama.ai/mcp/servers/Jimil-Joshi/blastradius-mcp) 📇 🏠 🍎 🪟 🐧 - Zero-trust security proxy, pre-execution blast radius simulation, DLP secret redaction, and cryptographic audit logging for MCP.
 ### 🌐 <a name="social-media"></a>Social Media
@@ -3947,6 +4000,7 @@ Integration with social media platforms to allow posting, analytics, and interac
 - [mambalabsdev/mcp-linkedin-post-engager-capture](https://github.com/mambalabsdev/mcp-linkedin-post-engager-capture) [![mambalabsdev/mcp-linkedin-post-engager-capture MCP server](https://glama.ai/mcp/servers/mambalabsdev/mcp-linkedin-post-engager-capture/badges/score.svg)](https://glama.ai/mcp/servers/mambalabsdev/mcp-linkedin-post-engager-capture) 📇 ☁️ - Get recent posts from LinkedIn profiles and company pages with engagement counts and publicly visible commenters.
 - [mambalabsdev/mcp-pinterest-brand-presence-mapper](https://github.com/mambalabsdev/mcp-pinterest-brand-presence-mapper) [![mambalabsdev/mcp-pinterest-brand-presence-mapper MCP server](https://glama.ai/mcp/servers/mambalabsdev/mcp-pinterest-brand-presence-mapper/badges/score.svg)](https://glama.ai/mcp/servers/mambalabsdev/mcp-pinterest-brand-presence-mapper) 📇 ☁️ - Resolves a company domain to its Pinterest business account with exact follower, pin and board counts.
 - [MarceauSolutions/fitness-influencer-mcp](https://github.com/MarceauSolutions/fitness-influencer-mcp) 🐍 🏠 ☁️ - Workflow automation for fitness content creators: jump-cut video editing, revenue analytics and branded content creation.
 - [markaestro/markaestro-agents](https://github.com/markaestro/markaestro-agents) [![markaestro/markaestro-agents MCP server](https://glama.ai/mcp/servers/markaestro/markaestro-agents/badges/score.svg)](https://glama.ai/mcp/servers/markaestro/markaestro-agents) 🎖️ 📇 ☁️ - Schedule, publish and measure posts on Facebook, Instagram, TikTok, LinkedIn, Threads, Pinterest and X for one brand or many, with analytics and Evergreen queues. Hosted server with OAuth sign-in, or the `@markaestro/mcp` npm package.
 - [mikusnuz/meta-mcp](https://github.com/mikusnuz/meta-mcp) [![mikusnuz/meta-mcp MCP server](https://glama.ai/mcp/servers/mikusnuz/meta-mcp/badges/score.svg)](https://glama.ai/mcp/servers/mikusnuz/meta-mcp) 📇 ☁️ - Instagram Graph API, Threads API and Meta platform tools for publishing, comments, insights, hashtags, DMs and token management.
 - [milcho0604/velog-mcp](https://github.com/milcho0604/velog-mcp) [![milcho0604/velog-mcp MCP server](https://glama.ai/mcp/servers/milcho0604/velog-mcp/badges/score.svg)](https://glama.ai/mcp/servers/milcho0604/velog-mcp) 📇 🏠 🍎 🪟 🐧 - Velog blog integration: read and search posts, stats, tags and series; writes default to drafts or private posts, and public publishing is opt-in.
 - [mobileshop9991-star/clipwise-mcp](https://github.com/mobileshop9991-star/clipwise-mcp) [![mobileshop9991-star/clipwise-mcp MCP server](https://glama.ai/mcp/servers/@mobileshop9991-star/clipwise-mcp/badges/score.svg)](https://glama.ai/mcp/servers/@mobileshop9991-star/clipwise-mcp) 📇 ☁️ - Short-form video creator tools: TikTok trend search by country, plus use-case scenarios for video analysis, competitor research and content strategy.
@@ -3988,6 +4042,7 @@ Astrology, tarot, numerology, Vedic systems, Human Design and other divinatory o
 - [nmhaaa3218/TuViMCP](https://github.com/nmhaaa3218/TuViMCP) [![TuViMCP MCP server](https://glama.ai/mcp/servers/nmhaaa3218/TuViMCP/badges/score.svg)](https://glama.ai/mcp/servers/nmhaaa3218/TuViMCP) 🐍 🏠 🍎 🪟 🐧 - Vietnamese Tử Vi horoscope calculation: traditional pattern evaluations, transit charts, auspicious date checking and chart rendering.
 - [openephemeris/openephemeris-MCP](https://github.com/openephemeris/openephemeris-MCP) [![openephemeris/openephemeris-MCP MCP server](https://glama.ai/mcp/servers/openephemeris/openephemeris-MCP/badges/score.svg)](https://glama.ai/mcp/servers/openephemeris/openephemeris-MCP) 🎖️ 📇 🏠 🍎 🪟 🐧 - Astrology from the NASA JPL DE440 ephemeris: natal, synastry, progressions, transit search, Human Design, Vedic, BaZi and astrocartography.
 - [openfate-ai/bazi-mcp](https://github.com/openfate-ai/bazi-mcp) [![openfate-ai/bazi-mcp MCP server](https://glama.ai/mcp/servers/openfate-ai/bazi-mcp/badges/score.svg)](https://glama.ai/mcp/servers/openfate-ai/bazi-mcp) 📇 🏠 🍎 🪟 🐧 - Deterministic Bazi (Four Pillars) calculations with True Solar Time, lunar/solar conversion, Da Yun luck cycles, branch interactions and reverse Bazi lookup.
 - [PattrickChenforclaudeuse/mythsensus-mcp](https://github.com/PattrickChenforclaudeuse/mythsensus-mcp) [![PattrickChenforclaudeuse/mythsensus-mcp MCP server](https://glama.ai/mcp/servers/PattrickChenforclaudeuse/mythsensus-mcp/badges/score.svg)](https://glama.ai/mcp/servers/PattrickChenforclaudeuse/mythsensus-mcp) 📇 🏠 🍎 🪟 🐧 - Synthesizes 26 ancient divination systems (BaZi, Vedic Jyotish, Western, Nine Star Ki, Thai Seven Number, Mayan, Norse Runes, Human Design and 18 more) into a single consensus Cosmic Score showing where the traditions agree vs contradict. Deterministic (no LLM in the math), fully local — no birth data leaves the process. Official MCP for mythsensus.com. Install: `npx -y mythsensus-mcp`.
 - [socraticsurge/telugu-calendar-utilities](https://github.com/socraticsurge/telugu-calendar-utilities) [![socraticsurge/telugu-calendar-utilities MCP server](https://glama.ai/mcp/servers/socraticsurge/telugu-calendar-utilities/badges/score.svg)](https://glama.ai/mcp/servers/socraticsurge/telugu-calendar-utilities) 🐍 🏠 - Telugu Panchangam (Hindu almanac): tithi, nakshatra, muhurta windows, festivals, good-day finder, gochara transits and daily rasi phalalu.
 ### 🏃 <a name="sports"></a>Sports
@@ -4023,6 +4078,7 @@ Tools for accessing sports-related data, results, and statistics.
 - [partymola/fitbit-mcp](https://github.com/partymola/fitbit-mcp) [![partymola/fitbit-mcp MCP server](https://glama.ai/mcp/servers/partymola/fitbit-mcp/badges/score.svg)](https://glama.ai/mcp/servers/partymola/fitbit-mcp) 🐍 ☁️ 🏠 - Fitbit Web API access with a local SQLite cache and trend analysis for heart rate, activity, exercises, sleep, weight, SpO2 and HRV.
 - [partymola/google-health-mcp](https://github.com/partymola/google-health-mcp) [![partymola/google-health-mcp MCP server](https://glama.ai/mcp/servers/partymola/google-health-mcp/badges/score.svg)](https://glama.ai/mcp/servers/partymola/google-health-mcp) 🐍 ☁️ 🏠 - Google Health API with a local SQLite cache, offline mode and trend analysis for heart rate, activity, sleep, weight, SpO2, HRV, ECG and irregular rhythms.
 - [partymola/withings-mcp](https://github.com/partymola/withings-mcp) [![partymola/withings-mcp MCP server](https://glama.ai/mcp/servers/partymola/withings-mcp/badges/score.svg)](https://glama.ai/mcp/servers/partymola/withings-mcp) 🐍 ☁️ 🏠 - Withings Health API with a local SQLite cache and trend analysis for body composition, sleep, activity, workouts and ECG.
 - [Propertyscout001/puntersedge-mcp](https://github.com/Propertyscout001/puntersedge-mcp) [![Propertyscout001/puntersedge-mcp MCP server](https://glama.ai/mcp/servers/Propertyscout001/puntersedge-mcp/badges/score.svg)](https://glama.ai/mcp/servers/Propertyscout001/puntersedge-mcp) 🎖️ 📇 ☁️ 🏠 🍎 🪟 🐧 - Live Australian racing and sports odds from 14 AU bookmakers for AI assistants: next races with every bookmaker's price per runner, best price, settled results and market movers, each price stamped with its age.
 - [proplineapi/propline-mcp](https://github.com/proplineapi/propline-mcp) [![proplineapi/propline-mcp MCP server](https://glama.ai/mcp/servers/proplineapi/propline-mcp/badges/score.svg)](https://glama.ai/mcp/servers/proplineapi/propline-mcp) 📇 ☁️ - Live sports betting odds, cross-book +EV and graded prop resolution against box scores for MLB, NBA, NHL, NFL, soccer and UFC.
 - [r-huijts/firstcycling-mcp](https://github.com/r-huijts/firstcycling-mcp) 📇 ☁️ - Cycling race data from FirstCycling: start lists, race results, rider information and statistics.
 - [r-huijts/strava-mcp](https://github.com/r-huijts/strava-mcp) 📇 ☁️ - Access Strava data via the Strava API.
@@ -4165,6 +4221,7 @@ Interact with Git repositories and version control platforms. Enables repository
 - [JaviMaligno/mcp-server-bitbucket](https://github.com/JaviMaligno/mcp-server-bitbucket) 🐍 ☁️ - Bitbucket repository management: PRs, pipelines, branches, commits, deployments, webhooks, tags, branch restrictions and source browsing.
 - [JoeGlenn1213/lgh](https://github.com/JoeGlenn1213/lgh) [![JoeGlenn1213/lgh MCP server](https://glama.ai/mcp/servers/JoeGlenn1213/lgh/badges/score.svg)](https://glama.ai/mcp/servers/JoeGlenn1213/lgh) 🏎️ 🏠 🍎 🪟 🐧 - Local Git hosting for coding agents: serve any directory as an HTTP Git remote with push events, commit statuses, secret and large-file detection and backups.
 - [kaiyuanxiaobing/atomgit-mcp-server](https://github.com/kaiyuanxiaobing/atomgit-mcp-server) 📇 ☁️ - AtomGit integration for repository management, pull requests, issues, branches, labels and more.
 - [klarluft/gitwarren-app](https://github.com/klarluft/gitwarren-app) [![klarluft/gitwarren-app MCP server](https://glama.ai/mcp/servers/klarluft/gitwarren-app/badges/score.svg)](https://glama.ai/mcp/servers/klarluft/gitwarren-app) 🎖️ 📇 🏠 🍎 🪟 🐧 - Local code review for you and your coding agent: the agent opens a review of its changes, you comment on lines, it replies and resolves. Reads the git worktree directly, uncommitted work included; nothing leaves your machine.
 - [kopfrechner/gitlab-mr-mcp](https://github.com/kopfrechner/gitlab-mr-mcp) 📇 ☁️ - Interact with issues and merge requests in your GitLab projects.
 - [linnea-bakshi/gha-doctor](https://github.com/linnea-bakshi/gha-doctor) [![linnea-bakshi/gha-doctor MCP server](https://glama.ai/mcp/servers/linnea-bakshi/gha-doctor/badges/score.svg)](https://glama.ai/mcp/servers/linnea-bakshi/gha-doctor) 🏎️ ☁️ 🏠 🍎 🪟 🐧 - Read-only GitHub Actions health checks: wasted CI compute costs, flaky tests from job logs, slow-run analysis and workflow linting with auto-fix previews.
 - [madeinplutofabio/vibe-revert](https://github.com/madeinplutofabio/vibe-revert) [![madeinplutofabio/vibe-revert MCP server](https://glama.ai/mcp/servers/madeinplutofabio/vibe-revert/badges/score.svg)](https://glama.ai/mcp/servers/madeinplutofabio/vibe-revert) 📇 🏠 🍎 🪟 🐧 - Local safety layer for coding agents: deterministic risk checks, checkpoints and policy inspection, plus restoring files to their pre-session state.
@@ -4186,9 +4243,11 @@ Interact with Git repositories and version control platforms. Enables repository
 ### 🏢 <a name="workplace-and-productivity"></a>Workplace & Productivity
 - [A1-x-Tech/mcp-google-docs](https://github.com/A1-x-Tech/mcp-google-docs) [![A1-x-Tech/mcp-google-docs MCP server](https://glama.ai/mcp/servers/A1-x-Tech/mcp-google-docs/badges/score.svg)](https://glama.ai/mcp/servers/A1-x-Tech/mcp-google-docs) 📇 ☁️ - Google Docs API: read documents as text, structure or Markdown, and edit ranges, styles, tables and comments.
 - [A1-x-Tech/mcp-google-forms](https://github.com/A1-x-Tech/mcp-google-forms) [![A1-x-Tech/mcp-google-forms MCP server](https://glama.ai/mcp/servers/A1-x-Tech/mcp-google-forms/badges/score.svg)](https://glama.ai/mcp/servers/A1-x-Tech/mcp-google-forms) 📇 ☁️ - Google Forms: create and publish forms, manage questions and read responses.
 - [adacreativeco/ada-turbo-ai-mcp](https://github.com/adacreativeco/ada-turbo-ai-mcp) [![adacreativeco/ada-turbo-ai-mcp MCP server](https://glama.ai/mcp/servers/adacreativeco/ada-turbo-ai-mcp/badges/score.svg)](https://glama.ai/mcp/servers/adacreativeco/ada-turbo-ai-mcp) 🐍 🏠 🪟 🍎 🐧 - Agency OS: specialized AI roles with a real-time retro Pixel Office visualizer and a multi-provider LLM engine.
 - [alex13slem/openproject-codex-plugin](https://github.com/alex13slem/openproject-codex-plugin) [![alex13slem/openproject-codex-plugin MCP server](https://glama.ai/mcp/servers/alex13slem/openproject-codex-plugin/badges/score.svg)](https://glama.ai/mcp/servers/alex13slem/openproject-codex-plugin) 📇 ☁️ 🏠 🍎 🪟 🐧 - OpenProject API v3 with Community Edition support: search, create, update, assign, prioritize and comment on work packages.
 - [CrossPaste/crosspaste-desktop](https://github.com/CrossPaste/crosspaste-desktop) [![CrossPaste/crosspaste-desktop MCP server](https://glama.ai/mcp/servers/CrossPaste/crosspaste-desktop/badges/score.svg)](https://glama.ai/mcp/servers/CrossPaste/crosspaste-desktop) 🎖️ ☕ 🏠 🍎 🪟 🐧 - Cross-device clipboard manager: search synced clipboard history, read OCR text from copied images and add new clipboard items.
 - [layergen/eodly-mcp](https://github.com/layergen/eodly-mcp) [![layergen/eodly-mcp MCP server](https://glama.ai/mcp/servers/layergen/eodly-mcp/badges/score.svg)](https://glama.ai/mcp/servers/layergen/eodly-mcp) 📇 ☁️ - Read your team's end-of-day reports in Eodly: who shipped with GitHub and Linear proof, who is silent, who is slipping, plus the team roster.
 - [mayeu20/nerdychefs-mcp](https://github.com/mayeu20/nerdychefs-mcp) [![mayeu20/nerdychefs-mcp MCP server](https://glama.ai/mcp/servers/mayeu20/nerdychefs-mcp/badges/score.svg)](https://glama.ai/mcp/servers/mayeu20/nerdychefs-mcp) 📇 ☁️ 🍎 🪟 🐧 - Search and browse the NerdyChefs.ai prompt library by task, open prompt packs or pick a random prompt.
 - [ni-c/rustpad-mcp](https://github.com/ni-c/rustpad-mcp) [![ni-c/rustpad-mcp MCP server](https://glama.ai/mcp/servers/ni-c/rustpad-mcp/badges/score.svg)](https://glama.ai/mcp/servers/ni-c/rustpad-mcp) 📇 🏠 🍎 🪟 🐧 - Read and edit self-hosted Rustpad collaborative pads, merging edits live with human typing and requiring confirmation to replace a pad.
 - [wisflux/docmost-local-mcp](https://github.com/wisflux/docmost-local-mcp) [![wisflux/docmost-local-mcp MCP server](https://glama.ai/mcp/servers/wisflux/docmost-local-mcp/badges/score.svg)](https://glama.ai/mcp/servers/wisflux/docmost-local-mcp) 🦀 🏠 🍎 🪟 🐧 - Read and write spaces, pages, comments and members in self-hosted Docmost, including the Community Edition.
@@ -4196,6 +4255,7 @@ Interact with Git repositories and version control platforms. Enables repository
 - [Agentled/mcp-server](https://github.com/Agentled/mcp-server) [![Agentled/mcp-server MCP server](https://glama.ai/mcp/servers/Agentled/mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/Agentled/mcp-server) 📇 ☁️ - Workflow orchestration with long-term memory and a knowledge graph: lead enrichment, content publishing, company research and media production.
 - [ap311036/ews-meeting-mcp](https://github.com/ap311036/ews-meeting-mcp) [![ap311036/ews-meeting-mcp MCP server](https://glama.ai/mcp/servers/ap311036/ews-meeting-mcp/badges/score.svg)](https://glama.ai/mcp/servers/ap311036/ews-meeting-mcp) 🐍 🏠 🍎 🪟 🐧 - Schedule Outlook meetings on on-premises Exchange (EWS): resolve attendees, find rooms and suggest slots, with preview and confirmation before any change.
 - [arifur9993/attendance-engine-mcp](https://github.com/arifur9993/attendance-engine-mcp) [![arifur9993/attendance-engine-mcp MCP server](https://glama.ai/mcp/servers/arifur9993/attendance-engine-mcp/badges/score.svg)](https://glama.ai/mcp/servers/arifur9993/attendance-engine-mcp) 📇 🏠 - Deterministic workforce attendance calculations: overtime, overnight shifts, rotating rosters and California wage-and-hour compliance.
 - [Arkanji/iwork-studio](https://github.com/Arkanji/iwork-studio) [![Arkanji/iwork-studio MCP server](https://glama.ai/mcp/servers/Arkanji/iwork-studio/badges/score.svg)](https://glama.ai/mcp/servers/Arkanji/iwork-studio) 🐍 🏠 🍎 - Create, edit, design and export Apple Numbers, Keynote and Pages files: designed decks with chart and table slides, brand kits and a design review. Every write is verified and undoable; Arabic/RTL-safe.
 - [2nd1st/open-mcp-apps](https://github.com/2nd1st/open-mcp-apps) [![2nd1st/open-mcp-apps MCP server](https://glama.ai/mcp/servers/2nd1st/open-mcp-apps/badges/score.svg)](https://glama.ai/mcp/servers/2nd1st/open-mcp-apps) 📇 🏠 ☁️ 🍎 🪟 🐧 - MCP Apps engine for building and reusing interactive UI apps such as todo boards, habit trackers and dashboards, backed by persistent data.
 - [6figr-com/jobgpt-mcp-server](https://github.com/6figr-com/jobgpt-mcp-server) [![job-gpt-mcp-server MCP server](https://glama.ai/mcp/servers/@6figr-com/job-gpt-mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/@6figr-com/job-gpt-mcp-server) 📇 ☁️ 🏠 🍎 🪟 🐧 - JobGPT: search jobs, auto-apply, generate tailored resumes, track applications and find recruiters.
 - [backloghq/backlog](https://github.com/backloghq/backlog) [![backloghq/backlog MCP server](https://glama.ai/mcp/servers/backloghq/backlog/badges/score.svg)](https://glama.ai/mcp/servers/backloghq/backlog) 📇 🏠 🍎 🪟 🐧 - Persistent, cross-session task management for Claude Code with agent coordination, event-sourced storage and per-project isolation.
@@ -4239,6 +4299,7 @@ Interact with Git repositories and version control platforms. Enables repository
 - [JayOfemi/byakugan](https://github.com/JayOfemi/byakugan) [![byakugan MCP server](https://glama.ai/mcp/servers/JayOfemi/byakugan/badges/score.svg)](https://glama.ai/mcp/servers/JayOfemi/byakugan) 📇 🏠 - Local AI-text analysis: AI detection, exact AI-tell spans, a reuse check and a grammar pass.
 - [nicolascroce/keepsake-mcp](https://github.com/nicolascroce/keepsake-mcp) 📇 ☁️ - Personal CRM: manage contacts, interactions, tasks, notes, a daily journal and tags.
 - [khaoss85/mcp-orchestro](https://github.com/khaoss85/mcp-orchestro) 📇 ☁️ 🍎 🪟 🐧 - Task management for Claude Code with a visual Kanban board and orchestration for product teams and developers.
 - [lexmount/artifact-site](https://github.com/lexmount/artifact-site) [![lexmount/artifact-site MCP server](https://glama.ai/mcp/servers/lexmount/artifact-site/badges/score.svg)](https://glama.ai/mcp/servers/lexmount/artifact-site) 📇 ☁️ 🏠 🍎 🪟 🐧 - One place for every AI agent's pages and docs: publish HTML, build folders, ZIPs and PDFs as sandboxed, versioned share links, then search, read and update them. Hosted or self-hosted; remote MCP with OAuth, or local via `npx @artifact-site/cli mcp`.
 - [louis030195/toggl-mcp](https://github.com/louis030195/toggl-mcp) 📇 ☁️ 🍎 🪟 🐧 - Toggl Track time tracking: start and stop timers, manage time entries, track project time and get today's summary.
 - [manavmishra/ZeroSlop](https://github.com/manavmishra/ZeroSlop) [![Zero Slop MCP server – quality and maintenance score on Glama](https://glama.ai/mcp/servers/manavmishra/ZeroSlop/badges/score.svg)](https://glama.ai/mcp/servers/manavmishra/ZeroSlop) 📇 ☁️ - Score and edit AI-assisted prose, with checks for changes to names, numbers, quotations and links.
 - [MarceauSolutions/amazon-seller-mcp](https://github.com/MarceauSolutions/amazon-seller-mcp) 🐍 ☁️ - Amazon Seller Central operations via SP-API: manage inventory, track orders, analyze sales and optimize listings.
@@ -4299,7 +4360,7 @@ Interact with Git repositories and version control platforms. Enables repository
 - [orieg/gws-connector](https://github.com/orieg/gws-connector) [![orieg/gws-connector MCP server](https://glama.ai/mcp/servers/orieg/gws-connector/badges/score.svg)](https://glama.ai/mcp/servers/orieg/gws-connector) 🏎️ 🏠 🍎 🐧 - Multi-account Google Workspace: connect several Gmail, Calendar, Drive, Sheets and Docs accounts with routing by label, email or domain.
 - [sekera-radim/briefgate-mcp](https://github.com/sekera-radim/briefgate-mcp) [![sekera-radim/briefgate-mcp MCP server](https://glama.ai/mcp/servers/sekera-radim/briefgate-mcp/badges/score.svg)](https://glama.ai/mcp/servers/sekera-radim/briefgate-mcp) 📇 ☁️ 🏠 - Client intake for AI agents: request files, texts and credentials from clients, follow up automatically and retrieve results when complete.
 - [ilyautov/hh-mcp-ru](https://github.com/ilyautov/hh-mcp-ru) [![ilyautov/hh-mcp-ru MCP server](https://glama.ai/mcp/servers/ilyautov/hh-mcp-ru/badges/score.svg)](https://glama.ai/mcp/servers/ilyautov/hh-mcp-ru) 🐍 🏠 🍎 🪟 🐧 - HeadHunter (hh.ru) API: vacancy search and publishing, applications, invitations, resumes and salary statistics, with a read/write/destructive safety gate.
-
+- [adityatiwari101104/contribos](https://github.com/adityatiwari101104/contribos) [![adityatiwari101104/contribos MCP server](https://glama.ai/mcp/servers/adityatiwari101104/contribos/badges/score.svg)](https://glama.ai/mcp/servers/adityatiwari101104/contribos) 🐍 🏠 🍎 🪟 🐧 - Zero-dependency open-source contribution companion: repo rules and AI policy radar, evidence-backed issue briefs, pre-submit checks, and review coaching.
 ### 🛠️ <a name="other-tools-and-integrations"></a>Other Tools and Integrations
 - [wangkuangkuang/jev-mcp-server](https://github.com/wangkuangkuang/jev-mcp-server) [![wangkuangkuang/jev-mcp-server MCP server](https://glama.ai/mcp/servers/wangkuangkuang/jev-mcp-server/badges/score.svg)](https://glama.ai/mcp/servers/wangkuangkuang/jev-mcp-server) 🐍 🏠 🍎 🪟 🐧 - Typed judgments from TypeSafe Jev: calibrated choice and score questions, A/B comparison, claim-vs-evidence verification and batch classification.