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Search MCP servers and agent skills by name, description, category or topic — 224 results.

MCP Server Active

isdaniel/mcp_weather_server

Get weather information from https://api.open-meteo.com API.

55 Python Updated 7d ago Score 67
MCP Server Active

CSCSoftware/AiDex

Persistent code index MCP server using Tree-sitter for fast, precise code search. Replaces grep with ~50 token responses instead of 2000+. Supports 11 languages including C#, TypeScript, Python, Rust, and Go.

40 TypeScript Updated 4d ago Score 66
MCP Server Active

SecurityRonin/docx-mcp

Read and edit Word (.docx) documents with track changes, comments, footnotes, and structural validation. The only MCP server combining w:ins/w:del tracked changes, threaded comments, and footnotes with OOXML-level paraId validation and document auditing. 18 tools, Python 3.10+.

39 Python Updated 5d ago Score 66
MCP Server Active

pzfreo/build123d-mcp

MCP server that exposes build123d parametric CAD operations as tools, enabling AI assistants to create, inspect, and iterate on 3D geometry interactively. Renders PNG/SVG views, measures geometry, and exports STEP/STL.

35 Python Updated 5d ago Score 66
MCP Server Active

Abhigyan-Shekhar/Waggle-mcp

Persistent graph memory for AI agents. Drop a conversation turn in via `observe_conversation()` and facts are auto-extracted, stored as typed graph nodes with local semantic embeddings (no API key). Supports temporal queries ("what did we decide last week?"), conflict detection, and context priming. One-command setup with `waggle-mcp init`. SQLite locally, Neo4j in production.

33 Python Updated today Score 65
MCP Server Active

telly6/searchpin

Free web search for AI agents with smart re-ranking. Multi-engine parallel search, zero API keys. Works natively within China's network, no proxy/VPN needed. Install via `pip install searchpin && searchpin-setup`.

29 Python Updated 19d ago Score 65
MCP Server Official Active

Sugra-Systems/sugra-api-mcp

Connector between LLM agents and world data - 1,500+ endpoints aggregating 160+ primary sources across 36 data domains: markets, macroeconomics, company fundamentals, government, news, climate, maritime, and entity screening. Install via `pip install sugra-api-mcp` or hosted at app.sugra.ai/mcp.

2 Python Updated yesterday Score 65
MCP Server Active

Wolido/OpenAaaS

Python MCP adapter connecting Claude/Cursor/Cline to the OpenAaaS scientific agent network. Submit tasks to remote research agents (literature analysis, materials databases, etc.) — data stays local, only KB~MB results flow. Install: `uvx openaaas-mcp-adapter`.

25 Rust Updated yesterday Score 64
MCP Server Active

Pradumnasaraf/aviationstack-mcp

An MCP server using the AviationStack API to fetch real-time flight data including airline flights, airport schedules, future flights and aircraft types.

24 Python Updated 10d ago Score 64
MCP Server Active

VonderVuflya/Yggdrasil

Durable, local-first memory for AI coding agents over MCP. Zero-dependency (pure Python + SQLite/FTS5), curated and semantically de-duped — you own the data as plain rows. Works with Claude Code, Codex & any MCP host. `uvx --from yggdrasil-memory ygg mcp`

22 Python Updated 15d ago Score 64
MCP Server Active

SaravananJaichandar/world-model-mcp

Temporal knowledge graph for codebases. Captures decision traces, links test failures to code changes, learns co-edit patterns, predicts regression risk, and enforces learned constraints at the edit boundary via a PreToolUse hook. 22 MCP tools, 9 SQLite databases with FTS5, supports Python/TypeScript/JavaScript/Solidity/Go/Rust/Java. Install via `pip install world-model-mcp`.

21 Python Updated 2d ago Score 63
MCP Server Active

BrowseAI-HQ/BrowserAI-Dev

Evidence-backed web research for AI agents. Real-time search with cited claims, confidence scores, and compare mode (raw LLM vs evidence-backed). MCP server, REST API, and Python SDK.

19 TypeScript Updated 6d ago Score 63
MCP Server Active

gaoharimran29-glitch/Cybersecurity-MCP-Server

Cybersecurity reconnaissance server for Claude. WHOIS lookup, DNS enumeration with subdomain brute-forcing, Nmap port scanning with service detection, SSL/TLS certificate inspection, technology stack fingerprinting, CVE lookup, and IP reputation checking. Runs fully locally via FastMCP.

19 Python Updated today Score 63
MCP Server Active

kimimgo/viznoir

Cinema-quality science visualization MCP server for CFD/FEA/SPH. 22 tools for rendering, slicing, contouring, volume rendering, and animating OpenFOAM/VTK/CGNS data. Headless EGL/OSMesa.

18 Python Updated today Score 63
MCP Server Active

mastyf-ai/mastyf.ai

Open-source runtime security proxy for MCP. Transparently intercepts every tools/call through an 18-class attack defense pipeline (prompt injection, SSRF, shell injection, SQL injection, credential exfil, polyglot attacks) with a YAML policy engine and 304-entry adversarial corpus. Trust scoring for npm MCP packages with 0-100 badges. Cloud dashboard, Docker image, Python SDK. MIT.

17 TypeScript Updated yesterday Score 63
MCP Server Official Active

SagaPeak/artifacta-mcp

The artifact store for AI agents. Every output your agents produce — persisted, retrievable, shareable. Across runs, sessions, and tools. Session/agent metadata, content-hash dedup, expiring share links; 11 tools with path-confined uploads and destructive actions gated by default. TypeScript (`npx @artifacta-mcp/mcp`) and Python (`pipx run artifacta-mcp`).

1 TypeScript Updated 4d ago Score 63
MCP Server Official Active

alexar76/aimarket-mcp

SSRF-hardened web gateway MCP** — `web_fetch`, `web_search`, `metis_verify`; one audited security core for Metis, ARGUS, and the ecosystem. stdio + optional HTTP · Python · [Glama](https://glama.ai/mcp/servers/alexar76/aimarket-mcp) · Registry `io.github.alexar76/aimarket-mcp`.

1 Python Updated today Score 63
MCP Server Maintained

QuantConnect/mcp-server

A Dockerized Python MCP server that bridges your local AI (e.g., Claude Desktop, etc) with the QuantConnect API—empowering you to create projects, backtest strategies, manage collaborators, and deploy live-trading workflows directly via natural-language prompts.

77 Python Updated 2mo ago Score 62
MCP Server Active

ksterx/srunx

MCP server for the SLURM workload manager. Submit jobs, run YAML workflows, monitor GPU resources, manage SSH profiles, and sync files to remote HPC clusters from natural language. 14 tools spanning local SLURM and SSH-remote clusters; companion CLI and FastAPI Web UI ship in the same package.

16 Python Updated 7d ago Score 62
MCP Server Active

goesByhc/cn-scraper-mcp

MCP server that lets AI agents search and extract data from major Chinese internet platforms including Taobao, JD, Xiaohongshu, Zhihu, Weibo, Bilibili, ZSXQ, Douban, and Dianping, with local-first cookie storage and CDP-assisted login.

14 Python Updated 3d ago Score 62
MCP Server Active

cq27-dev/rag-rat

Local repo-intelligence index and MCP server for coding agents — "what a repository knows about itself." Hybrid BM25 + vector semantic search, a tree-sitter code graph (callers/callees/imports across Rust, TS/TSX, Kotlin, C/C++, Python) with an optional compiler-grade SCIP oracle, queryable git/GitHub history, and typed, source-anchored repo memories (Invariant, Decision, Risk, …) that persist acr

11 Rust Updated today Score 61
MCP Server Official Stale

yepcode/mcp-server-js

Execute any LLM-generated code in a secure and scalable sandbox environment and create your own MCP tools using JavaScript or Python, with full support for NPM and PyPI packages

46 TypeScript Updated 4mo ago Score 60
MCP Server Active

PsYcGoD/sage

Local-first CLI and MCP wrapper for AI coding agents. Routes shell commands through `sage run --`, stores command history locally, and returns compressed terminal output to reduce context noise.

10 Python Updated today Score 60
MCP Server Active

NAJEMWEHBE/unreal-ai-connection

Drive the Unreal Engine 5.7 editor from any MCP client over a local TCP socket — 105 editor-automation tools (72 native C++ + 33 bridge-side). Native C++ plugin + thin Python bridge, ~50ms round-trips. 498 tests, MIT.

9 C++ Updated 14d ago Score 60
MCP Server Active

mlorentedev/hive

On-demand Obsidian vault access via MCP. Adaptive context loading (67-82% token savings), full-text and ranked search, health checks, auto git commit, and worker delegation to cheaper models. 10 tools, works with any MCP client.

9 Python Updated 4d ago Score 60
MCP Server Official Active

Luminc/peil-mcp

Peil — financial orientation for Dutch freelancers (ZZP'ers): log hours, draft invoices from unbilled time, and ask where you stand — outstanding, overdue, and your net effective hourly rate. Scoped API keys with draft-by-default: putting email in front of a client needs a separate `invoices:send` permission the key can be issued without. `uvx peil-mcp`

0 Python Updated 8d ago Score 60
MCP Server Maintained

Cifero74/mcp-apple-music

Full Apple Music integration: search catalog, browse personal library, manage playlists, and get personalised recommendations.- [codex-curator/studiomcphub](https://github.com/codex-curator/studiomcphub) [![studio-mcp-hub MCP server](https://glama.ai/mcp/servers/@codex-curator/studio-mcp-hub/badges/score.svg)](https://glama.ai/mcp/servers/@codex-curator/studio-mcp-hub) 🐍 ☁️ - 32 creative AI tools

35 Python Updated 2mo ago Score 59
MCP Server Active

Beltran12138/wecom-docs-mcp-server

WeCom (Enterprise WeChat) document operations via MCP: create, read, and edit Docs and Smartsheets (9 tools). Fills the doc-CRUD gap — existing WeCom MCP servers only support webhook messaging.

7 Python Updated 18d ago Score 59
MCP Server Active

3aKHP/prts-mcp

MCP Server for [Arknights](https://www.arknights.global/), querying the [PRTS Wiki](https://prts.wiki) API and serving auto-synced operator archives and voice lines from game data. Designed for fan-creation (同人創作) AI agents. Python (stdio/Docker) and TypeScript (Streamable HTTP) implementations.

6 Python Updated 4d ago Score 58
MCP Server Active

clouatre-labs/math-mcp-learning-server

Educational MCP server for math operations, statistics, visualization, and persistent workspaces. Built with FastMCP 2.0.

5 Python Updated today Score 58
MCP Server Stale

hellokaton/unsplash-mcp-server

A MCP server for Unsplash image search.

230 Python Updated 3mo ago Score 57
MCP Server Maintained

pgtuner_mcp

provides AI-powered PostgreSQL performance tuning capabilities.

25 Python Updated 2mo ago Score 57
MCP Server Active

admin978/canvas-mcp

Local-first MCP server for Canvas LMS. Stdio transport, no third-party broker, token stays in `~/.canvas.env`. Exposes courses, assignments, modules, announcements, grades, planner items, upcoming events, todo, and bulk file dump as MCP tools.

4 Python Updated 9d ago Score 57
MCP Server Active

beckettlab/beckett-godot-mcp

Beckett — MCP for Godot: a zero-sidecar GDScript editor addon that serves MCP over Streamable HTTP from inside the Godot 4 editor (no Node/Python sidecar). Reflection over any class, validate-before-write GDScript, scene/script/resource authoring, and a runtime play-test loop (play, screenshot, input, assert). MIT.

4 GDScript Updated 2d ago Score 57
MCP Server Active

zlatkoc/youtube-summarize

MCP server that fetches YouTube video transcripts and optionally summarizes them. Supports multiple transcript formats (text, JSON, SRT, WebVTT), multi-language retrieval, and flexible YouTube URL parsing.

4 Python Updated 2d ago Score 57
MCP Server Active

liuboacean/agent-comm-hub

Production-grade multi-agent communication infrastructure with real-time messaging, task scheduling, shared memory, and trust-based evolution via MCP + SSE. 53 MCP tools, SQLite WAL persistence (zero message loss), 4-level RBAC, Python & TypeScript SDKs (zero external deps), and evolution engine. Deploy via Docker, npm, or from source.

3 TypeScript Updated 4d ago Score 56
MCP Server Active

Jott2121/agent-gate

Lets an AI agent gate its own work before claiming "done": a fail-closed ship checklist (`verify_gate` counts a check satisfied only if explicitly proven), required independent refute-first review, and an append-only sha256-chained receipts ledger that makes any edit to past receipts detectable. `pip install mcp-agent-gate`.

3 Python Updated 3d ago Score 56
MCP Server Active

carrasquelalex1/hipocampo

Dual-memory MCP system (PostgreSQL 17 + pgvector + NVIDIA NIM). 11 tools: search, save, profile, health, auto-repair, stats, tune, dedup, checkpoint, maintenance. Sparse Selective Caching (SSC) with 4-phase progressive retrieval. Bilingual EN/ES. `python scripts/hipocampo_mcp_server.py`

3 Python Updated 6d ago Score 56
MCP Server Active

cipherfoxie/sovereign-mcp

MCP for the [Sovereign AI Blog](https://sovgrid.org), a hands-on engineering log of self-hosted AI on NVIDIA DGX Spark (GB10/SM121A). 44+ articles covering SGLang, Mistral, Voxtral, OpenClaw. Three tools: full-text search, article retrieval, and SGLang config validator for GB10 hardware. Free, no auth, no client-side tracking. `https://mcp.sovgrid.org/self-hosted-ai?ref=awesome-mcp`

3 Python Updated 12d ago Score 56
MCP Server Maintained

ip2location/mcp-ip2location-io

Official IP2Location.io MCP server to obtain the geolocation, proxy and network information of an IP address utilizing IP2Location.io API.

14 Python Updated 2mo ago Score 55
MCP Server Active

gerard-kanters/mcp-linux-tools

Administer a Linux server from an MCP client such as Cursor or VS Code: read files and tail logs, check/reload/restart systemd services, manage cron jobs inside a dedicated crontab section, run read-only MySQL queries, drive WP-CLI on WordPress sites, run safe Git commands, and execute sandboxed Python. Directories, services and WordPress sites are allowlisted in `config.json`, and every tool retu

2 Python Updated 3d ago Score 55
MCP Server Active

aradar46/reuse-before-generate

Checks whether a project idea already exists before your agent scaffolds it. Searches GitHub, npm and Python repos, drops archived/inactive results, and returns at most 3 maintained alternatives with a concrete "extend this instead" suggestion for each. The calling agent does the relevance judgement itself, so no extra API key is needed. `npx -y reuse-before-generate`

2 TypeScript Updated 8d ago Score 55
MCP Server Active

haiiibin/data-profiler-mcp

Profiles tabular data files (CSV, TSV, Parquet, Excel, JSON) for LLM agents: one-call dataset overview, per-column statistics, a data-quality audit (missing values, duplicates, mixed types, outliers), and memory-saving dtype suggestions. Pure Python (pandas); files are read locally and nothing leaves your machine. `pip install data-profiler-mcp`.

2 Python Updated 2d ago Score 55
MCP Server Active

atomno-labs/mcp-cbr-rates

Central Bank of Russia (ЦБ РФ) data — currency exchange rates (daily and historical), key interest rate, inflation, and aggregated macro statistics. Five typed tools backed by an in-memory TTL cache. No API key required.

2 Python Updated 18d ago Score 55
MCP Server Active

atomno-labs/mcp-sudact

Russian court practice (Sudact): case search by article, court, instance and dates; full decision text.

2 Python Updated 18d ago Score 55
MCP Server Active

airblackbox/air-blackbox-mcp

EU AI Act compliance scanner for Python AI agents. Scans, analyzes, and remediates LangChain/CrewAI/AutoGen/OpenAI code across 6 articles with 10 tools including prompt injection detection, risk classification, and trust layer integration. The only MCP compliance server that generates fix code, not just findings.

2 Python Updated 18d ago Score 55
MCP Server Stale

dev-mirzabicer/ticktick-sdk

Comprehensive async Python SDK for [TickTick](https://ticktick.com/) with MCP server support. Features 45 tools for tasks, projects, tags, habits, focus/pomodoro sessions, and user analytics.

140 Python Updated 6mo ago Score 54
MCP Server Maintained

khan2a/telephony-mcp-server

MCP Telephony server for automating voice calls with Speech-to-Text and Speech Recognition to summarize call conversations. Send and receive SMS, detect voicemail, and integrate with Vonage APIs for advanced telephony workflows.

13 Python Updated 1mo ago Score 54
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