Model and agent tools MCP servers
8,842 servers
Call other models, run sub-agents, manage prompts and evaluate outputs.
- langchain-mcp-m2m
io.github.locustechnologies/langchain-mcp-m2mLangChain-compatible MCP client with OAuth 2.0 Client Credentials (M2M) flow support
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Model and agent tools PyPI Local MIT
- langchain-nostr-mcp-adapters
io.github.ehallmark/langchain-mcp-adaptersMake Anthropic Model Context Protocol (MCP) tools compatible with LangChain and LangGraph agents.
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Model and agent tools PyPI Local MIT
- langflow-builder-mcp
io.github.sportsrecruits/langflow-builder-mcpMCP server for building and modifying Langflow flows via LLM agents
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Model and agent tools PyPI Local MIT
- lc2mcp
io.github.lc2mcp/lc2mcpConvert LangChain tools to FastMCP tools
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Model and agent tools PyPI Local MIT
- LC-MCP-eduagent-tayra
io.github.tayra-sakurai/lc-mcp-eduagent-tayraA LangChain-MCP powered app for education.
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Model and agent tools PyPI Local AGPL-3.0-OR-LATER
- llm-benchmark-mcp-server
io.github.aiagentkarl/llm-benchmark-mcp-serverMCP Server for LLM comparison, benchmarks, and pricing — find the best model for any task
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Model and agent tools PyPI Local MIT
- llm-deliberate-mcp
io.github.haza/llm-councilMCP server for multi-LLM deliberation with anonymized peer review
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Model and agent tools PyPI Local MIT
- llmesh-mcp
io.github.furuse-kazufumi/llmesh-docsSecure LLM Mesh over MCP — multi-LLM swarm + industrial IoT + privacy gateway
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Docs and knowledge bases PyPI Local MIT
- llm-mcp-client
io.github.simonw/llm-mcp-clientAccess tools from MCP servers as LLM tools
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Model and agent tools PyPI Local APACHE-2.0
- llmsdottxt-mcp
io.github.lehre-labs/llmsdottxt-mcp-changelog.mdAuto-discover llms.txt from your deps. Docs your agent can read. Zero setup.
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Docs and knowledge bases PyPI Local APACHE-2.0
- llms-txt-mcp
io.github.tenequm/llms-mcp-txtLean MCP server for minimal-context docs via llms.txt
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Model and agent tools PyPI Local MIT
- llm-tools-mcp
io.github.virtuslab/llm-tools-mcpMCP support for LLM CLI
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Model and agent tools PyPI Local APACHE-2.0
- lmstudio-agent-mcp
io.github.oemoem12/lmstudio-agent-mcpMCP server providing agent capabilities for LM Studio: file I/O, terminal execution, web search, persistent memory, and skill loading.
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Memory and context PyPI Local MIT
- localthink-mcp
io.github.h3xabah/localthink-mcp-changelog.mdLocal Ollama-backed MCP server — 45 tools, smart buffer, execution filters, persistent scratchpad, settings GUI
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Model and agent tools PyPI Local MIT
- m3-mcp
io.github.rafiattrach/m3-ye595mMIMIC-IV + MCP + Models: Local MIMIC-IV querying with LLMs via Model Context Protocol
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Model and agent tools PyPI Local MIT
- m4-mcp
io.github.rafiattrach/m4MIMIC-IV + MCP + Models: Local MIMIC-IV querying with LLMs via Model Context Protocol
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Model and agent tools PyPI Local MIT
- maple-mcp
io.github.goldferret/maple-mcpModel-Agnostic Platform for Laboratory Experiments — LLM agents for autonomous MADSci experiments via MCP
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Model and agent tools PyPI Local MIT
- math-logic-mcp
io.github.ismailkerimov/math-logic-mcpMCP server providing verified math & logic tools for small LLMs (Mistral, Llama, DeepSeek)
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Model and agent tools PyPI Local APACHE-2.0
- mcp-a2a-bridge
io.github.naveenkumarbaskaran/mcp-a2a-bridgeBidirectional bridge between MCP (Model Context Protocol) and A2A (Agent-to-Agent) protocols
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Model and agent tools PyPI Local MIT
- mcp-a2a-gateway
io.github.yw0nam/mcp-a2a-gateway-readme.mdA bridge server that connects Model Context Protocol (MCP) with Agent-to-Agent (A2A) protocol
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Model and agent tools PyPI Local APACHE-2.0
- mcpaisuite-evalmcp
io.github.gashel01/evalmcpEvaluation suite for MCP AI agents — golden datasets, LLM-as-judge, security benchmarks
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Model and agent tools PyPI Local APACHE-2.0
- mcpaisuite-ltpmcp
io.github.gashel01/ltpmcpLTP (Lean Task Protocol) — compile LLM goals into deterministic execution plans
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Project management PyPI Local APACHE-2.0
- mcpaisuite-ragmcp
io.github.gashel01/ragmcpPlug-and-play RAG with native MCP support. LLM-agnostic, swappable at every level.
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Search and retrieval (RAG) PyPI Local APACHE-2.0
- mcp-appstore-server
io.github.aiagentkarl/mcp-hub-serverThe App Store for MCP Servers — discover, search and install MCP servers from one place
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Model and agent tools PyPI Local MIT
- mcp-arena
io.github.satyamsingh8306/mcp_arena-xc4mgnAn opinionated Python library for building MCP (Model Context Protocol) servers with presets and a one-line bridge to LangChain agents.
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Model and agent tools PyPI Local MIT
- mcp-bigquery-evals
io.github.umarfarook1/mcp-bigquery-evalsAn MCP server for BigQuery exploration with cost guardrails and a built-in NL→SQL eval harness.
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Model and agent tools PyPI Local MIT
- mcp-canon
io.github.tripcher/canonMCP server providing architectural patterns and best practices to LLM agents via RAG
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Search and retrieval (RAG) PyPI Local MIT
- mcp-capability-router
io.github.smuniharish/mcp-capabilty-routerAsyncio-first capability routing for MCP tools, resources, and prompts in LangChain and LangGraph agents.
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Model and agent tools PyPI Local APACHE-2.0
- mcp-combiner
io.github.georgeharker/mcp-companionAn MCP aggregator — fronts multiple MCP servers behind a single Streamable HTTP endpoint, shareable across clients.
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Model and agent tools PyPI Local MIT
- mcp-confidence
io.github.shaxzodbek-uzb/mcp-confidenceA drop-in confidence gate for LLM agents: turn token logprobs into an accept / verify / ask-a-human routing decision, with honest per-model calibration.
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Model and agent tools PyPI Local MIT
- mcp-context-bridge
io.github.codinglone/mcp-context-bridgeUnified context layer connecting local data to LLMs via MCP
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Model and agent tools PyPI Local MIT
- mcp-curate
io.github.tarundattagondi/mcp-curateTurn an OpenAPI spec into a high-quality, curated MCP server — with an eval harness that proves curation works.
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Developer tools PyPI Local MIT
- mcp-dblp
io.github.szeider/mcp-dblpAn MCP server that provides access to the DBLP computer science bibliography for LLMs.
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Model and agent tools PyPI Local MIT
- mcp-eval-gate
io.github.umer-2612/mcp-eval-gate-changelog.mdCI regression gate for MCP servers: run a golden set of tool calls, diff against a baseline, fail the build on regression
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Model and agent tools PyPI Local MIT
- mcpevalkit
io.github.treble37/mcp-evalsEvaluation tooling for Model Context Protocol (MCP) servers
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Model and agent tools PyPI Local APACHE-2.0
- mcp-flow
io.github.mano7onam/mcp-flowLightweight MCP orchestrator: parallel tool calls, local filtering, token trimming, and safe sandboxed flow scripts for AI agents.
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Model and agent tools PyPI Local MIT
- mcp-gauntlet
io.github.ghalebdweikat/mcp-gauntlet-changelog.mdA CI linter for what your MCP server publishes: tool poisoning and prompt injection across every surface an agent sees, definition drift between runs, and schema rot.
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Developer tools PyPI Local MIT
- mcp-gpt-image
io.github.agelyhq/mcp-gpt-image-changelog.mdMCP server for image generation, editing and multi-turn refinement with OpenAI gpt-image-2.5
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Design and media PyPI Local LICENSEREF-FSL-1.1-MIT
- mcp-guardbench
io.github.manishmaurya89/mcp-guardbench-changelog.mdAn evidence-based benchmark and runtime evaluation framework for secure Model Context Protocol tool-using agents.
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Model and agent tools PyPI Local MIT
- mcp-guardrails
io.github.euanmcrosson-dotcom/mcp-guardDrop-in deterministic policy layer for MCP-using AI agents
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Model and agent tools PyPI Local MIT
- mcp-huddle
io.github.kolotovalexander/mcp-huddlePersistent multi-agent chat MCP server with web dashboard. Rooms where AI agents huddle to discuss, critique, and decide.
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Data warehouses and analytics PyPI Local MIT
- mcpkernel
io.github.piyushptiwari1/mcpkernel-changelog.mdOpen-source MCP/A2A security gateway — policy enforcement, taint tracking, sandboxed execution, deterministic envelopes, and Sigstore audit for every AI agent tool call. OWASP ASI 2026 compliant.
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Security PyPI Local APACHE-2.0
- mcpkmn-showdown
io.github.drewsungg/mcpkmn-showdownPokemon Showdown MCP Server - Pokemon data lookup tools for LLMs via Model Context Protocol
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Model and agent tools PyPI Local MIT
- mcplint-cli
io.github.akashkokare2910/mcplint-changelog.mdLint and benchmark MCP tool contracts before ambiguous descriptions break LLM tool selection.
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Developer tools PyPI Local MIT
- mcp-llm-client
io.github.rb58853/mcp-llm-clientPython client, based on fastmcp, for connecting to MCP servers through multiple protocols, specifically designed to work with integrated language models.
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Model and agent tools PyPI Local MIT
- mcp-llm-council
io.github.jeremygracey-ai/llm-council-mcpMulti-model LLM Council (Karpathy-style 3-stage deliberation over OpenRouter), exposed as an MCP server for Claude Code.
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Model and agent tools PyPI Local MIT
- mcp-neural-shield
io.github.vidiptvashist/mcp-neural-shieldA neural network-powered security middleware and reverse proxy for the Model Context Protocol (MCP). Detects tool poisoning, shadowing, and prompt injection attacks using deep learning classifiers tra
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Search and retrieval (RAG) PyPI Local MIT
- mcp-nvidia
io.github.bharatr21/mcp-nvidiaMCP server to search across NVIDIA blogs and releases to empower LLMs to better answer NVIDIA specific queries
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Model and agent tools PyPI Local MIT