Model and agent tools MCP servers

8,844 servers

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

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1. NA netbox-agent-mcp io.github.magicboxlab-ai/netbox-agent-mcp 1.6 · 31/100

   Agentic Model Context Protocol server for NetBox — read-only, tool-rich, built for LLM reasoning workflows

   Version check not run yet

   Model and agent tools PyPI Local MIT

2. NM nmdc-mcp io.github.microbiomedata/nmdc-mcp-readme.md 1.6 · 31/100

   FastMCP-based tool for writing prompts against data in the NMDC (National Microbiome Data Collaborative) database

   Version check not run yet

   Model and agent tools PyPI Local MIT

3. NL nostr-langchain-mcp io.github.agentstr/nostr-langchain-mcp 1.6 · 31/100

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

   Version check not run yet

   Model and agent tools PyPI Local MIT

4. NM nsip-mcp-server io.github.epicpast/nsip-api-client 1.6 · 31/100

   MCP server for NSIP sheep breeding data - Context-efficient API-to-MCP gateway

   Version check not run yet

   Developer tools PyPI Local MIT

5. NM nsmbl-mcp io.github.nsmbl/nsmbl-mcp 1.6 · 31/100

   MCP server for NSMBL API - enables LLMs to create systematic investment strategies and run backtests

   Version check not run yet

   Model and agent tools PyPI Local MIT

6. NG nuance-gms-mcp io.github.nuance-it/gatan_mcp-index.md 1.6 · 31/100

   Model Context Protocol server for Gatan Microscopy Suite 3.60 — multimodal TEM/STEM/EELS/4D-STEM control via local LLMs

   Version check not run yet

   Model and agent tools PyPI Local MIT

7. NM nucleusiq-mcp io.github.nucleusbox/nucleusiq 1.6 · 31/100

   Model Context Protocol (MCP) tool adapter for the NucleusIQ AI agent framework. Connect any MCP server (stdio, Streamable HTTP, SSE) as a NucleusIQ BaseTool.

   Version check not run yet

   Model and agent tools PyPI Local MIT

8. OA oas2mcp io.github.pr1m8/oas2mcp 1.6 · 31/100

   Agentic OpenAPI-to-MCP pipeline for AI-refined FastMCP and LangGraph server artifacts.

   Version check not run yet

   Developer tools PyPI Local MIT

9. OM oath-mcp io.github.gharsallahdev/oath-mcp 1.6 · 31/100

   OATH — typed MCP server + verifier-gated evidence receipts for LLM-assisted digital forensics.

   Version check not run yet

   Model and agent tools PyPI Local MIT

10. OM odoorpc-mcp io.github.benagricola/odoo-mcp 1.6 · 31/100

    MCP server that exposes Odoo database records to LLMs via Model Context Protocol

    Version check not run yet

    Databases PyPI Local MIT

11. OS odoo-safe-mcp io.github.makelele29/odoo-safe-mcp 1.6 · 31/100

    AI firewall and MCP server for Odoo 14-20: safe reads, guarded drafts and signed human approvals without sending your Odoo credentials to the cloud.

    Version check not run yet

    Security PyPI Local MIT

12. OM okareo-mcp io.github.okareo-ai/okareo-mcp-dev 1.6 · 31/100

    Okareo MCP server for AI model evaluation

    Version check not run yet

    Model and agent tools PyPI Local APACHE-2.0

13. OM oke-mcp-server io.github.ronsevetoci/oke-mcp-server 1.6 · 31/100

    Minimal MCP server for managing Oracle OKE & Kubernetes, optimized for LLMs.

    Version check not run yet

    DevOps and infrastructure PyPI Local APACHE-2.0

14. OA ollama-almasrv-mcp io.github.vankasins/ollama-almasrv-mcp 1.6 · 31/100

    MCP server for accessing Ollama models on a remote GPU server via Model Context Protocol

    Version check not run yet

    Model and agent tools PyPI Local MIT

15. OM ollama-mcp-bridge io.github.jonigl/ollama-mcp-bridge 1.6 · 31/100

    Bridge API service connecting Ollama with Model Context Protocol (MCP) servers

    Version check not run yet

    Model and agent tools PyPI Local MIT

16. OW ollama-websearch-mcp io.github.huangxinping/ollama-websearch-mcp 1.6 · 31/100

    MCP Service for Ollama Web Search

    Version check not run yet

    Model and agent tools PyPI Local MIT

17. OA openai-agents-sdk-mcp io.github.gavinz0228/openai-agents-sdk-mcp 1.6 · 31/100

    MCP server for OpenAI Agents SDK documentation

    Version check not run yet

    Model and agent tools PyPI Local MIT

18. OG openai-gpt-image-1-mcp io.github.devrico003/openai-gpt-image-1-mcp 1.6 · 31/100

    OpenAI Image Generation MCP Server for AI assistant access to OpenAI's image generation capabilities

    Version check not run yet

    Model and agent tools PyPI Local MIT

19. OM openai-mcp-agents io.github.madroidmaq/openai-mcp-agents-changelog.md 1.6 · 31/100

    SDK for integrating Model Context Protocol (MCP) into OpenAI Agents

    Version check not run yet

    Model and agent tools PyPI Local APACHE-2.0

20. OM openapi-mcp-proxy io.github.gujord/openapi-mcp-kys9x1 1.6 · 31/100

    OpenAPI to Model Context Protocol (MCP) proxy server - dynamically translates OpenAPI specs into MCP tools

    Version check not run yet

    Developer tools PyPI Local MIT

21. OH opencode-hermes-mcp io.github.arthurhtr/opencode-hermes-mcp 1.6 · 31/100

    Deterministic MCP controller between Hermes (supervisor LLM) and the permanent OpenCode server. OpenCode pin defined in opencode_hermes_mcp/pin.txt (currently 1.18.31).

    Version check not run yet

    Model and agent tools PyPI Local MIT

22. OM openeye-mcp io.github.ouli-1242/openeye-mcp 1.6 · 31/100

    为纯文本大模型提供视觉能力的 MCP Server：读图 · 识字 · 解表格 · 复刻 UI。Give text-only LLMs vision via MCP: image description, OCR, VQA, UI layout & tables.

    Version check not run yet

    Office documents and spreadsheets PyPI Local MIT

23. OM openrouter-mcp-bridge io.github.htooayelwinict/open-bridge 1.6 · 31/100

    Lightweight MCP server bridging Claude Code to OpenRouter API

    Version check not run yet

    Model and agent tools PyPI Local MIT

24. OL openstax-llm-mcp io.github.michaelnavazhylau/openstax-llm 1.6 · 31/100

    Model Context Protocol server exposing openstax-llm pedagogical textbook chunking

    Version check not run yet

    Model and agent tools PyPI Local MIT

25. OM oq-mcp io.github.revorhq/openquant 1.6 · 31/100

    MCP server exposing OpenQuant India data, screeners, and honest backtests to LLM clients.

    Version check not run yet

    Model and agent tools PyPI Local APACHE-2.0

26. PM paperclip-mcp io.github.elevateinformatics/paperclip-mcp 1.6 · 31/100

    MCP server for the Paperclip AI agent orchestration platform

    Version check not run yet

    Model and agent tools PyPI Local MIT

27. PN pdf2zh-next-mcp io.github.jaehyeon-kaist/pdf2zh-next-mcp 1.6 · 31/100

    MCP server for PDF translation via pdf2zh-next with full-context LLM translation

    Version check not run yet

    Office documents and spreadsheets PyPI Local MIT

28. PM pedit-mcp io.github.metiutek/editorimage-ai 1.6 · 31/100

    Open-source AI image editor and MCP server: layers, masks, generative fill, image-to-image, background removal. A Photoshop/GIMP alternative an AI agent can drive, local or with your OpenAI, Gemini or

    Version check not run yet

    Design and media PyPI Local MIT

29. PP phionyx-pipeline-mcp io.github.halvrenofviryel/phionyx-mcp-server 1.6 · 31/100

    Phionyx self-governance gate for Claude Code — three-layer verification (LLM declaration → git diff truth → deterministic gate) over the agent's own 'fixed / tested / changed' claims. v0.3.0 adds opt-

    Version check not run yet

    DevOps and infrastructure PyPI Local AGPL-3.0-OR-LATER

30. PR phi-redact-mcp io.github.rinava/phi-mcp-changelog.md 1.6 · 31/100

    Fail-closed MCP server that redacts PII/PHI from text before it reaches an LLM — self-hosted, no egress, HIPAA-aware.

    Version check not run yet

    Security PyPI Local MIT

31. PB pinboard-bookmarks-mcp-server io.github.rossshannon/pinboard-bookmarks-mcp-server 1.6 · 31/100

    Pinboard MCP Server - Read-only access to Pinboard bookmarks for LLMs

    Version check not run yet

    Model and agent tools PyPI Local MIT

32. PM pingcastle-mcp io.github.dfirdeferred/pingcastle-mcp 1.6 · 31/100

    MCP server for PingCastle Enterprise — query AD/Entra security reports, findings, comparisons, and scans from your LLM

    Version check not run yet

    Security PyPI Local MIT

33. PM pitchlense-mcp io.github.pitchlense/pitchlense-mcp 1.6 · 31/100

    Professional startup risk analysis using MCP and Google Gemini AI

    Version check not run yet

    Model and agent tools PyPI Local MIT

34. PM pmcp io.github.consiliency/pmcp 1.6 · 31/100

    PMCP - Progressive MCP: Minimal context bloat with on-demand tool discovery

    Version check not run yet

    Model and agent tools PyPI Local MIT

35. PR portfolio-rotation-mcp io.github.mothanaprime/rebalance-mcp 1.6 · 31/100

    MCP server for portfolio rotation analysis -- works with Claude, ChatGPT, Gemini, and any MCP client

    Version check not run yet

    Model and agent tools PyPI Local MIT

36. PO powerbi-orchestrator-mcp io.github.berriosb/powerbi-orchestrator-mcp-changelog.md 1.6 · 31/100

    High-level orchestration MCP server for Power BI and Microsoft Fabric

    Version check not run yet

    Model and agent tools PyPI Local MIT

37. PM predictlm-mcp io.github.matej-01rai/predictlm-mcp 1.6 · 31/100

    MCP server exposing PredictLM tabular foundation models as a tool for LLM agents (Claude Desktop, Cursor, Continue, etc.)

    Version check not run yet

    Model and agent tools PyPI Local APACHE-2.0

38. PO prompt-optimizer-mcp io.github.goodie1972/prompt-optimizer 1.6 · 31/100

    Multi-tool prompt optimizer (ZCode, Claude Code, Codex, DSH, MimoCode, OpenCode, Reasonix): /optimize command and optimize_prompt MCP tool

    Version check not run yet

    Model and agent tools PyPI Local MIT

39. PM psx-mcp-server io.github.ahmedraza-96/psx-mcp-server-changelog.md 1.6 · 31/100

    Model Context Protocol server for the Pakistan Stock Exchange — live quotes, EOD history, indices, fundamentals, dividends, and announcements as LLM-callable tools.

    Version check not run yet

    Model and agent tools PyPI Local MIT

40. PM ptm-mcp io.github.15five/prompt-test-manager-changelog.md 1.6 · 31/100

    MCP stdio server for the Prompt Test Manager API

    Version check not run yet

    Model and agent tools PyPI Local PROPRIETARY

41. PC purple-codens-mcp io.github.corevice/purple-codens-changelog.md 1.6 · 31/100

    [DEPRECATED — use codens-mcp instead] MCP server for Purple Codens — AI Development Orchestration. Lets coding agents (Claude Code etc.) initialize projects, link repositories, and manage workflows.

    Version check not run yet

    Coding agent tools PyPI Local MIT

42. PY pymcpevals io.github.akshay5995/pymcpevals 1.6 · 31/100

    Python package for evaluating MCP (Model Context Protocol) server implementations using LLM-based scoring

    Version check not run yet

    Model and agent tools PyPI Local MIT

43. PM pymemsim-mcp io.github.sinagilassi/pymemsim-mcp 1.6 · 31/100

    PyMemSim-MCP is an MCP-enabled extension of PyMemSim that integrates model-source-driven thermodynamic data with membrane process simulations.It enables LLMs and agents to interact with membrane model

    Version check not run yet

    Model and agent tools PyPI Local APACHE-2.0

44. PY pypsamcp io.github.cdgaete/pypsa-mcp-kt4brg 1.6 · 31/100

    PyPSA MCP: PyPSA Energy Modeling for LLMs

    Version check not run yet

    Model and agent tools PyPI Local MIT

45. PY PyStreamMCP io.github.mullassery/pystreammcp 1.6 · 31/100

    Intelligent MCP orchestration hub - Intent understanding, capability matching, tool ranking with cohesive foundation

    Version check not run yet

    Model and agent tools PyPI Local APACHE-2.0

46. PG python-gitlab-mcp io.github.wadew/gitlab-mcp-changelog.md 1.6 · 31/100

    Production-ready Model Context Protocol server for GitLab - 87 tools, 14 prompts, 13 resources

    Version check not run yet

    Git and code hosting PyPI Local MIT

47. QM qjtrader-mcp io.github.qjtrader/qjtrader-mcp 1.6 · 31/100

    MCP server for QJ Trader — let an LLM inspect availability, watch Canadian and selected US data, and place simulated orders.

    Version check not run yet

    Calendar and scheduling PyPI Local APACHE-2.0

48. QM quarry-mcp io.github.jmf-pobox/quarry-mcp 1.6 · 31/100

    Extract searchable knowledge from any document. Expose it to LLMs via MCP.

    Version check not run yet

    Office documents and spreadsheets PyPI Local MIT