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58 MCP Servers47 Skills29 Agentsacross 9 categoriesYour Name
A safety+observability layer for LLM calls: policy guardrails, secret scanning, sanitization, schema validation, retries, budgets, and logs.
...moreashev87
MCP server for Propstack real estate CRM — connect AI assistants to your Propstack data
jdelatorre312
TypeScript SDK for AI agent security - threat detection, content scanning, and trust verification
Alban Maxhuni, PhD
A comprehensive, professional-grade agentic Retrieval-Augmented Generation (RAG) library
dhanakumbara
n8n community nodes for kouventa.ai messaging API - Send WhatsApp messages and receive webhooks
Fast, accurate MCP tool retrieval engine for LLMs with semantic search
Agent Memory Contributors
Long-term memory management for AI agents
AI Agent Team <[email protected]>
AI Agent Python SDK - 让任何后台系统快速接入 AI Agent 能力
Mesh AI Team <[email protected]>
Professional Python SDK for Mesh AI Platform
ChartGenius Team <[email protected]>
The Ultimate Chart Generation MCP Server - Built for Performance, Powered by AI
ahmadkhanai
CommitChain CLI — Submit AI-analyzed contributions to the blockchain. No API keys needed.
Data.go.kr MCP Servers Contributors
MCP server for Access Korean presidential speech records from the Presidential Archives
Nehemiah Jacob
A flexible query language for Django - enable frontends to dynamically construct database queries
Automatically generate documentation for any GitHub repository using LLMs
GenAI Compliance Auditor Contributors
LangChain-integrated compliance audit handler for GenAI (EU AI Act etc.). Captures prompts, outputs, and model usage with provenance hashing.
...morehallucimap contributors
Cartograph hallucination risk across an LLM's knowledge space
AI Search API Team
LangChain integration for AI Search API (LLM, Chat, tools, and chains).
AIMLStudent
LangChain integration for DeepAI API with chat, images, and speech capabilities
mcp-swagger-ui contributors
Swagger-like docs UI for FastMCP tools, prompts, and resources.
quigles
LLM-ready MCP project generator with Clean Architecture, enforced boundaries, and autonomous development guardrails
Lightweight Python library for sentence/semantic embeddings — SentenceTransformers & OpenAI in one unified API.
chufenghuang
Internal CLI tool for evaluating Sip AI persona agent performance
pitachoo11
Telco-DPR enhanced MCP server for 3GPP RAG with Gemini LLM integration. Provides research-validated 86.2% Top-10 accuracy using Dense Hierarchical Retrieval.
...moretokentaxi contributors
Adaptive rate-limit-aware LLM routing. Bring your own clients.
ranshaw
Zadig MCP Server - Model Context Protocol integration for Zadig CI/CD platform
piyapat
Secure, read-only MCP server for Microsoft SQL Server with performance monitoring
agentloop contributors
A minimal, reusable Python framework for building LLM agents with tools and an observe-act loop.
liyinghao <[email protected]>
Simplified LLM API calls and prompt construction for GPT, Claude, Gemini and more
AI Hot Radar MCP Server — 让 Claude/Cursor 实时获取 AI 行业热点新闻，无需启动项目后端
ApexRAG Contributors
A production-grade, local-first Agentic RAG library using structural document navigation.
ARMES Team
Model Context Protocol server for ARMES - Connect your IDE to your AI team
Aurelius
Aurelius — a fact-checked research MCP server. Bring rigorous, web-verified academic drafting to Claude, ChatGPT, Gemini and any MCP-capable app.
...morewangkanga
Generic MCP server: bastion SSH → kubectl exec / remote SSH for K8s container operations
damai-mcp contributors
Android Emulator MCP for ticket-grabbing automation (大麦 / 猫眼 / 飞猪)
LLM Gateway Contributors
High-throughput LLM Gateway and Circuit Breaker for distributed AI agents
MCP Base Contributors
CLI tools for MCP (Model Context Protocol) server setup and management with OIDC support (Auth0, Dex, Keycloak)
bladikn8npiasodj
MCP server for publishing and managing WordPress articles via the WordPress REST API.
perfectRAG
Dynamic RAG framework scaffolder — wizard-driven, hardware-aware, docker-ready
pygent-ai
A Python framework for building LLM-powered agents with modular state, tools, and MCP support.
ragfish
Core RAG primitives: Chat orchestrator, provider interfaces, and Settings registry
MCP server for the SnowSyncMD Snowflake Native App — exposes schema docs as Claude tools
spacetrack-mcp contributors
MCP server for Space-Track.org satellite catalog and orbital data
T信云文档开放接口 MCP Server - 提供表格读写、文档创建、文档转换等能力
vllm-marconi-offload contributors
Two-tier (RAM + SSD) KV cache offload connector for vLLM with Marconi-style reuse-aware eviction.
wukongxin <[email protected]>
Open-source, license-free MCP server for RTL waveform debug (name-reservation placeholder; full release coming soon).
Aegis AI Team <[email protected]>
Cloud-native computer vision model training toolkit for Aegis AI
smilecat2026
AgentDev LLM adapters: AnthropicLLM / OpenAILLM / OpenAIResponsesLLM / createLLM / message compilation
smilecat2026
AgentDev MCP integration: connection manager, tool mount/adapter, MCPFeature
AgentNext
WebMCP adapter for AgentNext — registers actions with document.modelContext
Runtime security middleware for LLM agents — prompt injection, tool misuse, and memory poisoning defense
chenkang1018
A powerful and easy-to-use AI assistant SDK for Node.js and browser
Argus — open-source security scanner with many eyes. SAST, DAST, SCA, Secrets, IaC, Terraform, Ansible via CLI and MCP.
AutoAI-Optimize Contributors
One-line Python middleware that auto-injects Schema.org / JSON-LD into your web pages for better SEO, voice search, and AI-agent discovery.
...morecontext-lint contributors
ESLint for your LLM prompts — catch context bugs before they silently kill your output quality.
copyfail-guard contributors
Detect and mitigate CVE-2026-31431 (Copy Fail) on Linux systems.
Gabriel Bram
Fast model cold-start + scale-to-zero serving for vLLM — restore a model in seconds instead of cold-loading in minutes.
MCP server that connects Claude/AI agents to Azure Synapse SQL data warehouses
FiveAttn Team
100M-parameter Transformer comparing 5-Component Attention (GAU) and MHA, with SmolLM tokenizer, Cut-Cross-Entropy, SwiGLU, and RMSNorm
...moreCompile structured YAML configurations into production-grade LangGraph multi-agent architectures.
Dhruv Choudhary
Production-grade AI agent framework — cost governance, memory, caching, multi-agent teams, and built-in eval
MCP server that shares microservice API contracts between AI coding assistants
wangkanga
Access -> HostExecutionContext -> Runtime MCP for remote shell/docker/kubectl (SSH jump or Paradi gateway)
DB2 DBA Team
Proxy wrapper for official mcp-instana server that fixes WatsonX JSON stringification bug
DB2 DBA Team
WatsonX-compatible wrapper for Instana MCP server with comprehensive read tools
jira-claude-toolkit contributors
Reusable Jira → Claude Code → Spec-Kit specification toolkit
ko-llm-eval contributors
Korean LLM evaluation orchestration layer with multi-judge scoring.
KomAInu
MCP stdio adapter for KomAInu: exposes tools via your hosted KomAInu API.
LangChain integration for Apache AGE (graph) + pgvector (vector) on PostgreSQL
LangTask Contributors
LLM-powered parallel multi-task execution via DAG-based planning — bring your own LLM.
LightAgent AI Agent Framework — LangGraph multi-agent orchestration, security, RAG, MCP, and observability
Linux Harness Team
MCP server providing a Linux harness (shell, python, file management) over Streamable HTTP for agents without a Linux runtime of their own
...moreln2md maintainers
CLI to convert developer resumes into AI-agent-readable knowledge profiles.
npwitk
MCP server that connects Claude Code, Codex and other agents to a Margin project
wubb1991
MCP server to fetch skills/rules files from internal GitLab repositories
McPy-Core Contributors
Professional async-first Minecraft Java Edition protocol framework (1.20.2 – 1.21.11)
medeval contributors
An open-source Python framework for rigorously benchmarking medical LLMs for accuracy, hallucination rates, and clinical safety (ECE).
...moreA natural-language CLI agent for Gmail, powered by any OpenAI-compatible LLM (local or hosted).
MLatelier Contributors
Zero-code ML prototyping dashboard: tabular, vision, NLP, Bayesian optimisation, XAI, and Gemini AI assistant.
Modern ASR Contributors
A unified, extensible, and modern Python toolkit for LLM-based Automatic Speech Recognition (ASR).
mutual-review-mcp contributors
MCP server that runs mutual code review using Claude and GPT-4o, then synthesizes the findings.
Nuxt module that helps you to easily load your Umbraco data directly into your great Nuxt project.
n8n community node for DeepSeek chat models (Pro / Flash) with reasoning_content (Chain-of-Thought) support, usable as a LangChain sub-node inside the AI Agent and Basic LLM Chain.
...moreNexusForge Contributors
AI multi-agent framework — five agents that read your codebase, write real code files, and run your test suite
Your Name <[email protected]>
A minimal but complete example of a modern Python package published to PyPI.
RAG pipeline for omnidoc-sdk — intent-aware chunking, evaluation, streaming, graph linking, and vector DB integrations
opencode-agent-mcp contributors
MCP server that lets an upstream Agent invoke one or more independent OpenCode Agents across multiple workspaces
Orbital-dynamics simulation and multi-agent reinforcement learning environment (PettingZoo ParallelEnv) powered by Orekit.
...morepip-audit-html contributors
Convert pip-audit JSON reports into readable HTML reports
AI-powered Project Management Agent — Jira dashboard + Claude Desktop MCP integration
GenArch, Praxia Contributors
Specialized multi-agent orchestrator with cyclic personal/organizational memory and skills
fernando-ram-lugo
Standalone MCP server bundle for PrincipleMD - run with npx or bunx
prmcp contributors
Watch any Python SDK, auto-synthesize FastMCP tools for new resources, validate via LLM, and open a PR on the target MCP repo.
...moreProcessGPT Agent Utilities - 도구 로더, 지식 관리, 이벤트 로깅, 데이터베이스 유틸리티
py_cpp_pair contributors
Write C++ inside Python strings, auto-generate pybind11 bindings, compile cross-platform, and inject symbols at runtime.
pylightcharts contributors
TradingView Lightweight Charts for Python (bridged, near-full API coverage)
Three MCP agents covering the full QA Software Test Life Cycle — test cases, Gherkin BDD, and self-healing Playwright code. Browser interaction at generation time via Playwright MCP. Silent MSAL OAuth against Azure DevOps.
...moreRapidAgent <[email protected]>
Plug-and-play agentic framework with multi-backend, guardrails, and Azure AD support
shar25111996
A lightweight, reusable React Native drag-and-drop matching board powered by Gesture Handler and Reanimated.
Heterogeneous graph-based LLM profiles for routing — design space exploration
Dylan
统一 SAP MCP 服务器:一个工具连接 R/3 (ECC)、S/4HANA、PCE (RISE 私有云) 与 S/4HANA Public Cloud,Mac / Windows / Linux 通用
Local MCP server for querying Excel files (heavy merged cells, multi-language text) via DuckDB and substring search. No LLM/embedding required.
...moreSeren Authors
Seren: A Self-Refining Decoder-Only LLM with GQA, RoPE, Flash Attention, and a novel two-pass self-refinement mechanism.
Smart MCP server for ServiceNow with auto table resolution and multi-instance support
Semantic Uncertainty Authors
Compute shannon entropy from LLM responses to detect hallucinations
Meji Abidoye <[email protected]>
Python SDK for the Abundant Environment API - simulation environments for RL agent training
SleepShield Research
Runtime defense against temporal backdoors in tool-using agentic LLMs
harseerat
Spect8 local MCP server: captures tool events + token usage from Cursor and Claude Code, posts HMAC-signed batches to the Spect8 ingest API.
...moreStillk Contributors
A scaffolding CLI for ML, DL, LLM, RAG and AI Agents projects.
Symphony Team
MCP server for SymphonyAI SummitAI/Apex ITSM platform — Incident, Service Request, CMDB, Problem, Change, Work Order, Attachments, and User management
...moreTare
LLM cost attribution proxy SDK — drop-in OpenAI client with feature tagging
umu-skills contributors
An unofficial, third-party AI Skill framework for UMU Learning Platform operations via MCP
VisualMatch Contributors
AI-powered visual product search engine using OpenAI CLIP. Supports Instagram Direct bot integration via NovinHub webhooks.
...morehappyli
A minimal MCP server demo with a single hello tool.