Model and agent tools MCP servers

8,852 servers

Call other models, run sub-agents, manage prompts and evaluate outputs.

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1. IM inferexai-mcp io.github.covideoin/inferexai 1.1 · 22/100

   MCP server for InferexAI — manage your LLM gateway account from Claude Desktop, Claude Code, or any MCP-compatible agent

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   Model and agent tools PyPI Local MIT

2. IM iridium-mcp-server io.github.mziqudhd92/iridium 1.1 · 22/100

   Iridium MCP server for AI agent security guardrails

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   Security PyPI Local APACHE-2.0

3. JM joblet-mcp-server io.github.ehsaniara/joblet-mcp-server-readme.md 1.1 · 22/100

   MCP (Model Context Protocol) server for Joblet job orchestration system

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   Model and agent tools PyPI Local MIT

4. KM keyneg-mcp io.github.osseni94/keyneg-mcp 1.1 · 22/100

   MCP Server for KeyNeg sentiment analysis - the first general-purpose sentiment analysis tool for Claude, ChatGPT, and Gemini

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   Utilities PyPI Local MIT

5. LM langchain-mcp-adapters-reversal-websockets io.github.bang404/langchain-mcp-adapters-reversal-websockets 1.1 · 22/100

   Make Anthropic Model Context Protocol (MCP) tools compatible with LangChain and LangGraph agents.

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   Model and agent tools PyPI Local MIT

6. LA langmcp io.github.xmassmx/langmcp 1.1 · 22/100

   Development MCP server for LangGraph checkpoint and store inspection

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   Model and agent tools PyPI Local MIT

7. LA lazy.alibabacloud-mcp-proxy io.github.codespaceiiii/mcp-proxy 1.1 · 22/100

   Local stdio MCP proxy for Alibaba Cloud OpenAPI MCP servers.

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   Model and agent tools PyPI Local APACHE-2.0

8. LC llm-council-mcp-server io.github.karpathy/llm-council 1.1 · 22/100

   Local MCP server for the LLM Council workflow

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   Model and agent tools PyPI Local MIT

9. LL llmcp io.github.cccntu/llmcp 1.1 · 22/100

   A minimal CLI for interacting with LLMs via LiteLLM and MCP

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   Model and agent tools PyPI Local MIT

10. LK llm-kms-mcp io.github.asynchronos/llm-kms-mcp 1.1 · 22/100

    MCP Resource Server — llm-kms handbook distributor

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    Model and agent tools PyPI Local MIT

11. LM llm-mcp-cli io.github.eugenepyvovarov/llm-mcp 1.1 · 22/100

    LLM plugin for Model Context Protocol (MCP) integration

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    Model and agent tools PyPI Local APACHE-2.0

12. LR llm-radar-mcp io.github.ajentsor/llm-radar 1.1 · 22/100

    MCP server providing real-time AI model intelligence - pricing, capabilities, and recommendations

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    Model and agent tools PyPI Local MIT

13. LO lockermcp io.github.hexhillbilly/agent-locker 1.1 · 22/100

    lockermcp (MCP server) + lockerd (daemon): tamper-evident, append-only agent-to-agent task handoff

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    Project management PyPI Local AGPL-3.0-OR-LATER

14. MM manim-mcp io.github.paulnegz/manim-mcp 1.1 · 22/100

    Text-to-video animation powered by manimgl and multi-agent LLM pipeline

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    Design and media PyPI Local MIT

15. MA mcp-action-firewall io.github.starskrime/mcp-action-firewall 1.1 · 22/100

    A transparent MCP proxy that intercepts dangerous tool calls and requires OTP-based user approval.

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    Security PyPI Local MIT

16. MA mcp-agent-mail io.github.jleechanorg/mcp_agent_mail-2habf2 1.1 · 22/100

    Coordinated multi-agent messaging and coordination MCP server.

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    Email PyPI Local MIT

17. MA mcp-ai-router io.github.scriptkid23/ai-router 1.1 · 22/100

    Stdio MCP server for Cursor, Claude Code, and other clients — route prompts to Gemini, ChatGPT, Claude, DeepSeek & Kimi via browser sessions. pipx install mcp-ai-router

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    Model and agent tools PyPI Local MIT

18. MK mcpaisuite-kernelmcp io.github.gashel01/kernelmcp 1.1 · 22/100

    The sovereign orchestrator — connects all MCP AI suite libraries into an autonomous agent

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    Model and agent tools PyPI Local APACHE-2.0

19. MC mcp-coaia-sequential-thinking io.github.miadisabelle/mcp-coaia-sequential-thinking 1.1 · 22/100

    CoAiA's Structural Core: Guiding Intelligent Agents with Foundational Creative Thinking

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    Model and agent tools PyPI Local MIT

20. MC mcp-composer io.github.ibm/mcp-composer 1.1 · 22/100

    FastMCP-based MCP Server Orchestrator

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    Model and agent tools PyPI Local APACHE-2.0

21. ME mcp-evaluation-server io.github.gqy20/mcp-evaluation-server 1.1 · 22/100

    MCP工具评估助手服务器 - 优化Cherry Studio兼容性

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    Model and agent tools PyPI Local MIT

22. MG mcp-gemini-search io.github.cubase/mcp-search-server 1.1 · 22/100

    MCP Server for web search via Gemini's grounding API

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    Model and agent tools PyPI Local MIT

23. MG mcp-glama-registry io.github.meetmatt/glama-mcp-registry-mcp-server 1.1 · 22/100

    MCP Registry Server for Glama MCP. Exposes a tool to search the Glama MCP registry for MCP servers.

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    Model and agent tools PyPI Local MIT

24. MG mcp-gtw io.github.mcp-gtw/mcp-gtw 1.1 · 22/100

    A generic MCP gateway whose tools are registered and executed asynchronously by browser applications over WebSocket.

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    Browser automation PyPI Local MIT

25. ML mcp-llm-behave io.github.swanand33/mcp_llm_behave 1.1 · 22/100

    MCP server exposing llm-behave behavioral regression testing as Claude tools

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    Model and agent tools PyPI Local MIT

26. ML mcp-llm-eval io.github.berkayildi/mcp-llm-eval-changelog.md 1.1 · 22/100

    MCP server that packages LLM evaluation gates as reusable CI/CD primitives

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    Model and agent tools PyPI Local MIT

27. MN mcp-neo4j-entity-graph io.github.neo4j-field/neo4j-mcp-workspace-template 1.1 · 22/100

    MCP server for extracting entities from text chunks and creating entity graphs in Neo4j. Supports 100+ LLM providers via LiteLLM.

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    Databases PyPI Local MIT

28. MO mcp-openai-bridge io.github.victorchatter/mcp-openai-bridge 1.1 · 22/100

    Expose any MCP server's tools as OpenAI function-calling tools, and execute OpenAI tool calls back against it.

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    Model and agent tools PyPI Local MIT

29. MO mcp-ops-kit io.github.nikhilll30/mcp-ops-server-failures.md 1.1 · 22/100

    Hardening and trajectory evals for MCP servers that let agents act on booking systems: scoped, audience-bound tokens, OAuth JWTs, an encrypted audit log, encryption at rest, rate limits and a CI eval

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    DevOps and infrastructure PyPI Local MIT

30. MP mcp-plugin io.github.juzcn/slife-readme.md 1.1 · 22/100

    Standalone MCP gateway — persistent connections to external MCP servers

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    Model and agent tools PyPI Local MIT

31. MP mcp-pvp io.github.hidet-io/mcp-pvp-spec.md 1.1 · 22/100

    Privacy Vault Protocol for MCP: tokenize sensitive data before the LLM sees it

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    Model and agent tools PyPI Local APACHE-2.0

32. MR mcp-retail-sim io.github.vish063/mcp-retail-sim 1.1 · 22/100

    Synthetic retail MCP server for shopping-agent demos and evaluation

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    Model and agent tools PyPI Local MIT

33. MS mcp-search-and-fetch io.github.lkiesow/mcp-search-and-fetch 1.1 · 22/100

    An MCP server exposing Ollama's web search and web fetch capabilities as tools

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    Web search and scraping PyPI Local MIT

34. MS mcp-server-biliscribe io.github.43ever/biliscribe 1.1 · 22/100

    A MCP Server that extracts and formats video content into structured text, optimized for LLM processing and analysis.

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    Design and media PyPI Local MIT

35. MS mcp-server-gemini-bridge io.github.jaspertvdm/mcp-server-gemini-bridge 1.1 · 22/100

    MCP Bridge for Google Gemini - Use Gemini from any MCP-compatible AI

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    Model and agent tools PyPI Local MIT

36. MS mcp-server-ollama-bridge io.github.jaspertvdm/mcp-server-ollama-bridge 1.1 · 22/100

    MCP Bridge for Ollama - Use local LLMs from any MCP-compatible AI

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    Model and agent tools PyPI Local MIT

37. MS mcp-server-openai-bridge io.github.jaspertvdm/mcp-server-openai-bridge 1.1 · 22/100

    MCP Bridge for OpenAI GPT/o1 - Use OpenAI from any MCP-compatible AI

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    Model and agent tools PyPI Local MIT

38. MS mcp-server-rabbitmq io.github.kenliao94/mcp-server-rabbitmq 1.1 · 22/100

    A Model Context Protocol server providing access to RabbitMQ by LLMs

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    Model and agent tools PyPI Local APACHE-2.0

39. MS mcp-server-voicevox io.github.sunwood-ai-labs/mcp-voicevox 1.1 · 22/100

    A Model Context Protocol server providing VoiceVox text-to-speech functionality for LLMs

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    Design and media PyPI Local MIT

40. MS mcp-supervisor io.github.arielsanroj/runtime-supervisor 1.1 · 22/100

    MCP server exposing runtime-supervisor tools to LLM agents (Claude Desktop, Cursor, etc.)

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    Model and agent tools PyPI Local APACHE-2.0

41. MS mcp-switchboard-hub io.github.akospapp/mcp-switchboard 1.1 · 22/100

    Aggregating MCP gateway for outbound tunnels, with a web console, call log, and Prometheus/Loki export

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    Monitoring and observability PyPI Local MIT

42. MV mcp-vision io.github.hahahahanb/mcp-vision 1.1 · 22/100

    MCP Server for image recognition - OCR and visual analysis via multimodal APIs, enables image understanding for text-only AI coding tools like Claude Code + DeepSeek

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    Office documents and spreadsheets PyPI Local MIT

43. MM mesh-mcp io.github.nagachaitanya007/mesh-mcp 1.1 · 22/100

    Cross-boundary contract blast-radius engine for LLM coding agents

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    Coding agent tools PyPI Local MIT

44. MM metrecept-mcp io.github.iwasinnam2/metrecept-opensource 1.1 · 22/100

    Metrecept MCP server for Cursor — prompt cache replay + compliant public-web fetch over one OpenAI-compatible pipe

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    Model and agent tools PyPI Local MIT

45. MM mlx-mcp-server io.github.deresolution20/mlx-mcp-server 1.1 · 22/100

    MCP server bridging Codex to local MLX LM (and any OpenAI-compatible backend)

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    Model and agent tools PyPI Local MIT

46. MM mockworld-mcp io.github.swarmproof/mockworld 1.1 · 22/100

    A synthetic internet for agents — deterministic, LLM-free fake services (Stripe, Gmail, exchange, CRM, S3) as MCP servers.

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    Files and storage PyPI Local APACHE-2.0

47. MK mseep-kimcp io.github.zeikar/kimcp 1.1 · 22/100

    Korea-integrated Model Context Protocol server implementation for seamless integration of Korean APIs into LLM applications

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    Model and agent tools PyPI Local MIT

48. NB nano-banana-mcp-onekey io.github.ai-hub-admin/gemini_mcp_server-5c5qjw 1.1 · 22/100

    Gemini 3 Gemini 2.5 Nano Banana (Image Model) MCP Server | Image Generation API MCP Servers Implementation | DeepNLP OneKey MCP Router Support of Free Tier and More Choices Routers. Supports Text, Gem

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    Model and agent tools PyPI Local MIT