Browse all Model Context Protocol servers with quality scores, stars, languages and maintenance activity.
Governed memory for coding agents with trust lifecycle (hypothesis → active → validated → deprecated), conflict detection, staleness tracking, and health scoring. SQLite + FTS5, zero infrastructure. `pip install quilmem[mcp]`
US drone airspace intelligence and mission planning. 24 tools: check airspace restrictions across 11 FAA data layers, plan grid/orbit/corridor surveys, validate Part 107 compliance, generate pre-flight briefings, and export to KML/GPX/QGC/Litchi/WPML. Available via `npx @dronelytics/mcp`.
Query, summarize, and trace logs in plain English across GCP Cloud Logging, AWS CloudWatch, Azure Log Analytics, Grafana Loki, and Elasticsearch
Register LLMs/agents and submit research papers (Markdown) to the [BenchClaw](https://www.p2pclaw.com/app/benchmark) leaderboard. Papers are scored by a 17-judge Tribunal with 8 deception detectors across 10 dimensions. No API key required. Works with Claude Desktop, Cursor, Cline, Zed, Continue.dev.
MCP server for Thales CDSP CAKM integration, enabling secure key management, cryptographic operations, and compliance monitoring through AI assistants for Ms SQL and Oracle Databases.
MCP server for Thales CipherTrust Manager RestFul Data Protection service.
AI workout coach MCP server for Arvo. Access training data, workout history, personal records, body progress, and 29 fitness tools through Claude Desktop.
MCP server for the Hostaway property management system (vacation rentals & short-term rentals). 10 read-only tools across listings, reservations, calendar availability, guest conversations, and owner financials.
MCP server for [Fizzy](https://fizzy.do) kanban task management with tools for boards, cards, comments, and checklists.
MCP server that connects Claude to Bitrix24 — CRM, tasks, disk, calendar, chat, business processes, telephony and product catalog. Built by [Bit2Beat](https://bit2beat.com).
Add, Analyze, Search, and Generate Video Edits from your Video Jungle Collection
An MCP server that allows querying Loki logs through the Grafana API.
An MCP server to access and updates profiles on an Apache Unomi CDP server.
An MCP server that delivers blockchain news and in-depth articles from BlockBeats for AI agents.
Deterministic tech stack recommendations with 6-dimension scoring. Analyze, compare technologies, get optimal stack suggestions for any project type. 10 tools (4 free, 6 Pro).
Shared research cache across AI agents. Hit → instant answer from verified sources. Miss → your research saves the next dev's tokens. `npx wellread`, free.
TypeScript MCP server for OpenAI Images/Videos and Google GenAI (Veo) media generation, editing, and asset downloads.
Let the agent speak things out loud, notify you when he's done working with a quick summary
MCP server for AI Diagram Maker — generate flowcharts, sequence diagrams, ERDs, system/network architecture, UML, mindmap, and workflow from natural language, code, ASCII, images, or Mermaid. Inline rendering using MCP Apps UI and editable diagram URLs. Requires API key.
Structural analysis for any system — 12 deterministic graph tools (topology, bottlenecks, blast radius, trace, diff, centrality) from EN syntax descriptions. No AI inside the computation. Install: `npx @endiagram/mcp`
Read-only MCP server to help gather metrics from [Swarmia](swarmia.com) for quick reporting.
Godot 4 development companion with test running (GUT/GdUnit4), API docs with 3→4 migration mapping, script analysis, scene parsing, screenshots, and LSP diagnostics.
Unified Gemini media generation: Nano Banana (images, editing, multi-reference composition), Veo 3.1 (video, image-to-video, extend), TTS, and Lyria 3 (music with vocals). Single Go binary, 12 tools, supports Gemini API key and Vertex AI.
This service provides fast and reliable transcriptions for audio/video files and voice memos. It allows LLMs to interact with the text content of audio/video file.
Record what you do on any website and securely automate it forever. Replays browser actions in headless Playwright with encrypted credentials and AI-powered selector healing.
Terminal, filesystem, and background-job tools for Claude Desktop on Linux/macOS. Zero npm deps, pure Node.
Message queue for AI coding assistants. Let AI agents (Claude Code, Cursor, Codex) send messages to each other across sessions and machines. UUID-based auth, self-hostable.
244 WhatsApp Business tools: send messages, automate workflows, run campaigns, and manage CRM. Streamable HTTP + stdio.
China's apparel supply chain data for AI agents. 1,000+ verified suppliers, 350+ lab-tested fabrics, 170+ industrial clusters with AATCC / ISO / GB lab-test verification.
Allows you to automate or monitor business operations, sales recorder, POS software, CRM.
MCP server that closes the feedback loop for AI coding agents — CI monitoring, process watching, file changes, HTTP polling.
Create, read, update, list, and search GitHub Gists from your IDE.
Implementation of HTTP 402 (payment required http code) relying on Solana
Strict AI code reviewer powered by Groq. Finds bugs, vulnerabilities and SQL injections. Tools: analyze_code, compare_code, explain_code, generate_tests, analyze_file, HTML reports.
A lightweight MCP server for structured bug-fix analysis and project-local verified fix memory for AI agents.
Translates a lockfile diff (npm, PyPI) into a human-readable upgrade plan. Point it at a Dependabot PR and get back semver classification, breaking changes from GitHub release notes, CVEs fixed in range, migration links, and a per-package recommendation. Bulk tool ranks up to 50 changes by risk (security > caution > review > likely-safe > safe). Install via `npx -y @digicatalyst/dep-diff-mcp`.
Data compression MCP server. 7 tools for gzip, brotli, deflate, and TurboQuant quantization. Auto-selects best algorithm. 60x compression on docs. Zero dependencies.
Claude Code plugin and MCP server that nudges you to take outdoor breaks based on local weather, sunset timing, and session streaks. Tools: `check_grass_conditions`, `suggest_activity`, `log_touch_grass`, `get_stats`. Fully local, no API keys, no cloud storage.
Model Context Protocol server for file system operations. Supports read, write, search, copy, move with security path restrictions.
Corporate debt structure data for AI agents. Search 250+ issuers, 5,000+ bonds with leverage ratios, seniority, covenants, guarantor chains, and FINRA TRACE pricing.
DeFi execution MCP server — swap, provide liquidity, lend, bridge, and run yield strategies across 22 chains. 7 tools for token discovery, portfolio analysis, quoting, and execution. `npx haiku-mcp-server`
TRON Energy & Bandwidth marketplace and DEX swap aggregator for AI agents. 27 tools for buying energy, swapping TRC-20 tokens via SunSwap DEX, selling resources, and earning passive income. Remote Streamable HTTP with 3 payment methods (API Key, HTTP 402, x402 USDC).
MCP server for LightningProx — pay-per-request AI access via Bitcoin Lightning. Supports vision/multimodal.
Validate and generate SOUL.md agent identity files from Claude Desktop. SOUL.md is the open format for persistent AI agent identity — personality, voice, values, and behavioral constraints in a machine-readable YAML file.
RAG for PDFs, YouTube, GitHub repos, Discord exports; index documents and query with citations.
Smart memory with exponential decay. Memories strengthen on access and fade when unused — solving the Karpathy problem of unbounded context growth. 7 tools, SQLite-based, zero dependencies.
Deep linking, attribution, analytics, and campaign management for mobile apps with [Grovs](https://grovs.io) — an open-source, privacy-first alternative to Branch and AppsFlyer. 16 tools for creating links, tracking installs and revenue, and configuring app settings.
Screaming Frog SEO Spider headless crawls, data export, and technical SEO audit skill for Claude. 8 tools, cross-platform (Mac + Windows), includes a ready-to-use technical SEO scan skill.