Leaderboard
Scored on public signals; components with none are listed as Unranked · Formula
Component
Domain
Vertical
| Rank | Score | Component | Description | Evidence | Last commit | Install |
|---|---|---|---|---|---|---|
| 601 | 61.362 | mcp-pubmed-servermcp · ai-agents | A PubMed MCP server that enables LLMs to search, retrieve details, and download full-text articles from PubMed, with support for batch queries… | 6 stars · 4 forks | No one-command install · Source | |
| 601 | 61.362 | phil65-llmlingmcp · ai-agents | Provides a YAML-based configuration system for LLM applications, enabling declarative setup of custom environments with resource management, tool… | 6 stars · 4 forks | No one-command install · Source | |
| 601 | 61.362 | kunihiros-chain-of-recursive-thoughtsmcp · ai-agents | Implements Chain-of-Recursive-Thoughts methodology that enhances reasoning by making models argue with themselves across multiple rounds, using… | 6 stars · 4 forks | No one-command install · Source | |
| 601 | 61.362 | a2a-ollamamcp · ai-agents | Integration of A2A protocol with Ollama | 6 stars · 4 forks | No one-command install · Source | |
| 605 | 61.350 | 3gpp-mcpmcp · database | MCP server that parses 3GPP .docx specifications into structured sections with full-text search, letting LLMs browse, search, and follow… | 16 stars | No one-command install · Source | |
| 606 | 60.684 | llm-cli-gatewaymcp · ai-agentsalso listed as verivus-oss-llm-cli-gateway | A Model Context Protocol (MCP) gateway for running Claude Code, Codex, Gemini, Grok, and Mistral (Vibe) CLIs from one MCP endpoint, with durable async… | 15 stars | No one-command install · Source | |
| 608 | 60.677 | vision-primitives-mcpmcp · back-end | MCP server providing 26 visual tools for text-only LLMs, enabling description, coordinate location, OCR, annotation, cropping/zooming, anomaly… | 9 stars · 1 fork | No one-command install · Source | |
| 608 | 60.677 | swagger-mcp-adaptermcp · back-end | A TypeScript-based MCP server that integrates with Swagger/OpenAPI specifications to expose API endpoints as tools for Large Language Models (LLMs)… | 9 stars · 1 fork | No one-command install · Source | |
| 608 | 60.677 | faxioman-code-sagemcp · database | Provides high-performance semantic code search combining BM25 keyword search with vector embeddings and RRF reranking, using AST-based chunking to… | 9 stars · 1 fork | No one-command install · Source | |
| 608 | 60.677 | mcp-qdrant-semantic-searchmcp · database | Enables Claude to store and retrieve information with semantic search using Qdrant vector database, providing persistent memory for conversations… | 9 stars · 1 fork | No one-command install · Source | |
| 608 | 60.677 | lightrag-mcp-servermcp · search | Enables AI assistants to manage documents, query knowledge graphs, and perform retrieval-augmented generation using LightRAG with 30 tools and… | 9 stars · 1 fork | No one-command install · Source | |
| 608 | 60.677 | remember-me-mcp-servermcp · ai-agents | Enables persistent memory for Claude Desktop, allowing Claude to remember and recall information across conversations using PostgreSQL and OpenAI… | 9 stars · 1 fork | No one-command install · Source | |
| 608 | 60.677 | emsesp-mcp-servermcp · back-end | Enables LLM applications to query and visualize data from Bosch/Buderus heat pumps via ems-ESP, including temperatures, statistics, and heat curves… | 9 stars · 1 fork | No one-command install · Source | |
| 608 | 60.677 | slunk-slack-searchmcp · database | Captures and indexes Slack conversations in real-time using accessibility APIs and provides intelligent search capabilities including natural language… | 9 stars · 1 fork | No one-command install · Source | |
| 608 | 60.677 | codebox-aimcp · ai-agents | MCP server for secure, session-based Python code execution in Docker containers, enabling LLM applications to run code, manage state, and access… | 9 stars · 1 fork | No one-command install · Source | |
| 617 | 60.344 | myanimelist-mcp-servermcp · back-end | MCP Server for interacting with the MyAnimeList API, allowing LLM clients to access and interact with anime, manga and more. | 2 stars · 5 forks | No one-command install · Source | |
| 618 | 60.262 | jacquesbh-memexmcp · search | Manages a local knowledge base of technical guides and AI contexts using vector embeddings for semantic search, enabling storage, retrieval, and… | 7 stars · 2 forks | No one-command install · Source | |
| 618 | 60.262 | databricks-unity-catalog-mcp-servermcp · ai-agents | Access your Databricks workspace through Claude and other LLMs. Query Unity Catalog tables, inspect jobs, and retrieve detailed metadata. | 7 stars · 2 forks | No one-command install · Source | |
| 618 | 60.262 | niksh06-rag-duckdbmcp · database | Provides document processing and retrieval-augmented generation capabilities using DuckDB as the vector database backend, featuring intelligent… | 7 stars · 2 forks | No one-command install · Source | |
| 618 | 60.262 | weverkley-qdrant-ragmcp · database | Real-time semantic RAG over codebases by monitoring file changes, indexing with Ollama embeddings, and storing vectors in Qdrant. | 7 stars · 2 forks | No one-command install · Source | |
| 618 | 60.262 | sisense-mcp-servermcp · back-end | Enables LLMs to interact with Sisense data models and create charts programmatically via natural language, supporting tools for data sources, fields… | 7 stars · 2 forks | No one-command install · Source | |
| 618 | 60.262 | thinkmemmcp · ai-agents | ThinkMem is an MCP server for memory management of large language models, offering multiple memory types and communication protocols to help LLMs… | 7 stars · 2 forks | No one-command install · Source | |
| 618 | 60.262 | user-review-mcpmcp · ai-agents | Simulates harsh, fake user reviews to psychologically condition AI agents for enforcing disciplined development practices, with optional Ollama… | 7 stars · 2 forks | No one-command install · Source | |
| 618 | 60.262 | qdrant-neo4j-crawl4ai-mcp-servermcp · search | Enables autonomous orchestration of vector search, knowledge graph queries, and web crawling through a single MCP interface, providing agentic RAG… | 7 stars · 2 forks | No one-command install · Source | |
| 618 | 60.262 | brewmytech-grokmcp · back-end | Provides access to Grok API for chat completions, text completions, embeddings, and model operations with robust request validation and error… | 7 stars · 2 forks | No one-command install · Source | |
| 618 | 60.262 | venv-mcp-servermcp · ai-agents | An MCP server that manages Python virtual environments using uv, allowing LLMs to reliably resolve dependencies and update virtual environments. | 7 stars · 2 forks | No one-command install · Source | |
| 628 | 60.035 | e2llm-sifrmcp · browser | E2LLM — structured browser perception for AI | 6 stars · 3 forks | No one-command install · Source | |
| 628 | 60.035 | cerebrixos-org-tuning-engines-climcp · ai-agents | Domain-specific fine-tuning of open-source LLMs and SLMs with zero infrastructure. Specialized tuning agents deliver sovereign models trained on your… | 6 stars · 3 forks | No one-command install · Source | |
| 628 | 60.035 | snailbrainx-speaker-diarizationmcp · other | Real-time speaker diarization with automatic enrollment, transcription, and speaker tracking for multi-party conversations | 6 stars · 3 forks | No one-command install · Source | |
| 628 | 60.035 | cogni-docsmcp · back-end | Enables AI assistants to search and query documentation with flexible backend configurations (ChromaDB, Xenova embeddings) and supports multiple… | 6 stars · 3 forks | No one-command install · Source | |
| 628 | 60.035 | sjquant-llm-bridgemcp · ai-agents | Provides a unified interface to multiple large language model providers (OpenAI, Anthropic, Google, DeepSeek) through a containerized server with… | 6 stars · 3 forks | No one-command install · Source | |
| 628 | 60.035 | aviation-weather-mcp-servermcp · back-end | Provides access to aviation weather data from aviationweather.gov, enabling LLMs to fetch and analyze METAR, TAF, PIREPs, AIRMETs, and other aviation… | 6 stars · 3 forks | No one-command install · Source | |
| 634 | 59.854 | sagemath-mcp-servermcp · ai-agents | A universal mathematics MCP server that gives LLM clients full access to SageMath for symbolic calculus, number theory, linear algebra, and more, with… | 14 stars | No one-command install · Source | |
| 634 | 59.854 | james-chahwan-repo-graphmcp · ai-agents | Structural graph map of any codebase so LLMs navigate by structure rather than guesswork. | 14 stars | No one-command install · Source | |
| 636 | 59.814 | defuddle-fetch-mcp-servermcp · ai-agents | An MCP server that fetches web content and converts it to clean markdown using the Defuddle library, enabling LLMs to read web pages with better… | 5 stars · 4 forks | No one-command install · Source | |
| 636 | 59.814 | scrapi-mcp-servermcp · ai-agents | MCP server that converts URLs to clean Markdown/Text for LLM agents. | 5 stars · 4 forks | No one-command install · Source | |
| 636 | 59.814 | tongxiao-iqs-searchmcp · back-end | Integrates with TongXiao's IQS APIs to provide enhanced real-time web search capabilities that deliver clean, accurate, and diverse results through… | 5 stars · 4 forks | No one-command install · Source | |
| 636 | 59.814 | datanoisetv-translator-aimcp · back-end | Translates JSON internationalization files using multiple translation providers (Google Gemini, OpenAI, Ollama/DeepSeek) with intelligent caching… | 5 stars · 4 forks | No one-command install · Source | |
| 636 | 59.814 | lakphy-deep-reasoningmcp · other | Integrates with OpenRouter's AI SDK to enable deep reasoning capabilities for complex analysis and inference tasks. | 5 stars · 4 forks | No one-command install · Source | |
| 641 | 59.040 | spanlens-mcpmcp · observability | MCP-native LLM observability. Query your Spanlens traces, stats, cost anomalies, and savings from Cursor, Claude Desktop, or any MCP client. Open… | 13 stars | No one-command install · Source | |
| 642 | 59.029 | ducklabmcp · ai-agents | self-hosted development harness (Go engine + CLI + desktop, Linux first) · brief → requirements → spec → plan → build → review → release · verdicts… | 8 stars · 1 fork | No one-command install · Source | |
| 642 | 59.029 | aplaceforallmystuff-piholemcp · observability | Manage DNS blocking, monitor traffic stats, and control whitelist/blacklist for Pi-hole v6 | 8 stars · 1 fork | No one-command install · Source | |
| 642 | 59.029 | analyticsinmotion-listenmcp · ai-agents | Microphone capture and speech-to-text MCP server using whisper.cpp for STT and Ollama for local LLM processing. | 8 stars · 1 fork | No one-command install · Source | |
| 642 | 59.029 | agent-nexusmcp · ai-agents | Service-boundary-aware document exchange center for coordinating heterogeneous LLM code agents via MCP. Versioned Markdown store, pub-sub… | 8 stars · 1 fork | No one-command install · Source | |
| 642 | 59.029 | subhashdasyam-mem0-servermcp · ai-agents | Provides persistent memory capabilities through dual-server architecture combining Mem0 AI with Neo4j graph intelligence, enabling context retention… | 8 stars · 1 fork | No one-command install · Source | |
| 642 | 59.029 | mcp-agent-servermcp · ai-agents | A hub for creating and managing AI agents that connect to MCP-compatible clients, supporting multiple LLM providers and enabling agent composition and… | 8 stars · 1 fork | No one-command install · Source | |
| 648 | 58.969 | io-github-kiranreddi-sentinel-dvmcp · ai-agents | Provides LLMs and AI agents safe, structured, read-only access to verification artifacts for deterministic triage and root-cause analysis. Supports… | 4 stars · 4 forks | No one-command install · Source | |
| 648 | 58.969 | proms-mcp-servermcp · ai-agents | A lean MCP server that provides LLM agents with transparent access to multiple Prometheus instances for metrics analysis and SRE operations. | 4 stars · 4 forks | No one-command install · Source | |
| 648 | 58.969 | tilt-mcp-servermcp · observability | Enables LLMs and AI assistants to interact with Tilt development environments, providing tools to list resources, fetch logs, and monitor status. | 4 stars · 4 forks | No one-command install · Source | |
| 648 | 58.969 | ansible-aapmcp · observability | Enables LLMs to discover and launch Ansible job templates on Ansible Automation Platform, monitor job status, and retrieve outputs. | 4 stars · 4 forks | No one-command install · Source | |
| 648 | 58.969 | identimoji-emojikeymcp · database | Integrates with Supabase to persist and retrieve LLM interaction styles using emojikeys, enabling consistent personalized experiences across… | 4 stars · 4 forks | No one-command install · Source | |
| 653 | 58.290 | mcp-reposkeinmcp · ai-agents | Deterministic code-graph (GraphRAG) over your repo for LLM agents — local-first, git-native, zero-infra, served via MCP. Python, TS/JS, Rust, Go… | 12 stars | No one-command install · Source | |
| 653 | 58.290 | levelfield-mcp-servermcp · back-end | Enables agents to assess structural information-asymmetry risk in prediction-market event contracts from contract text alone, with deterministic… | 12 stars | No one-command install · Source | |
| 653 | 58.290 | mcp-retrievalmcp · back-end | An MCP server providing web search, image search, and page scraping tools to LLMs without requiring API keys. | 12 stars | No one-command install · Source | |
| 653 | 58.290 | acrawlmcp · ai-agents | Autonomous LLM-powered web crawler with 17 browser tools and goal-driven agent. Single Rust binary with stealth browsing, provider-agnostic LLM… | 12 stars | No one-command install · Source | |
| 657 | 58.185 | fast-diff-mcp-servermcp · back-end | A high-performance Model Context Protocol server that provides text diffing capabilities, enabling LLMs to compare two blocks of text and receive… | 6 stars · 2 forks | No one-command install · Source | |
| 657 | 58.185 | local-env-mcpmcp · database | Exposes your local machine's filesystem, git, shell, network, databases, and system to any MCP-compatible LLM client over HTTP. | 6 stars · 2 forks | No one-command install · Source | |
| 657 | 58.185 | topazlabs-mcpmcp · ai-agents | AI image enhancement for LLMs. An MCP server that lets Claude and other AI assistants enhance images using Topaz Labs AI models. | 6 stars · 2 forks | No one-command install · Source | |
| 657 | 58.185 | rag-anything-mcp-servermcp · back-end | Enables advanced RAG with knowledge graphs, supporting document ingestion, multimodal extraction, and multiple query modes (naive, local, global… | 6 stars · 2 forks | No one-command install · Source | |
| 657 | 58.185 | mcp-imap-servermcp · back-end | Enables LLMs to read, search, and manage emails via IMAP with secure, read-only access to email accounts. | 6 stars · 2 forks | No one-command install · Source | |
| 657 | 58.185 | cont3xtmcp · ai-agents | Virtual Infinite Context for Agents and LLMs - maintains a continuous rolling context window, surfacing relevant memories while respecting token… | 6 stars · 2 forks | No one-command install · Source | |
| 657 | 58.185 | webdriverio-mcp-servermcp · ai-agents | A Model Context Protocol server that acts as a bridge, allowing LLMs and AI agents to control a web browser using WebdriverIO. | 6 stars · 2 forks | No one-command install · Source | |
| 657 | 58.185 | rahgadda-openapimcp · back-end | Enables LLMs to interact with REST APIs by dynamically generating tools from OpenAPI specifications, allowing models to execute HTTP requests against… | 6 stars · 2 forks | No one-command install · Source | |
| 665 | 57.959 | langsmith-traced-openai-agentmcp · ai-agents | LangSmith Traced OpenAI Agent: composes langchain-core + langchain-openai + langsmith + openai — orchestration, observability, llm-client via A2A +… | 4,178 installs | No commit datelisted | No one-command install · Source |
| 666 | 57.927 | mcp-taskmcp · comms | Enables LLMs to interact with any ERPNext instance through comprehensive CRUD operations, advanced permissions, and a web chat interface. | 1 star · 5 forks | No one-command install · Source | |
| 667 | 57.754 | agent-searchmcp · search | A self-hosted, MCP-native web-search backend for AI agents that provides meta-search, clean extraction, RAG with citations, and GitHub project… | 3 stars · 4 forks | No one-command install · Source | |
| 667 | 57.754 | karellen-jdb-mcpmcp · back-end | Enables LLMs to debug Java applications using JDB, supporting breakpoints, stepping, expression evaluation, thread analysis, and more. | 3 stars · 4 forks | No one-command install · Source | |
| 669 | 57.364 | sentinelxmcp · ai-agents | Hosted MCP hub for managing Linux servers through an LLM — install an agent per host, then interact via natural language. | 5 stars · 3 forks | No one-command install · Source | |
| 669 | 57.364 | appdynamics-mcp-servermcp · back-end | A Model Context Protocol server that gives LLM clients full access to your AppDynamics monitoring data — plus the ability to create and manage… | 5 stars · 3 forks | No one-command install · Source | |
| 669 | 57.364 | zoharbabin-kalturamcp · other | Enables Large Language Models to interact with the Kaltura Media Management Platform, providing comprehensive media operations like listing… | 5 stars · 3 forks | No one-command install · Source | |
| 669 | 57.364 | jenkins-mcp-servermcp · back-end | Enables LLMs to access Jenkins job data, trigger builds, and manage Jenkins tasks through a standardized interface. | 5 stars · 3 forks | No one-command install · Source | |
| 673 | 57.311 | adaptive-llm-gatewaymcp · ai-agents | Exposes an OpenAI- and Anthropic-compatible HTTP, SSE, and stdio gateway that wraps multiple subscription CLIs, adding prompt-injection defense, PII… | 11 stars | No one-command install · Source | |
| 673 | 57.311 | mup-mcp-servermcp · front-endalso listed as ricky610329-mup | Enables LLM chat interfaces to load and interact with interactive UI components (MUPs) such as slides, PDF readers, and sound pads, allowing both… | 11 stars | No one-command install · Source | |
| 673 | 57.311 | vector-mcp-2mcp · database | Integrates RAG into AI agents via MCP Server, supporting multiple vector database technologies for collection management and search operations. | 11 stars | No one-command install · Source | |
| 677 | 57.245 | serum-mcpmcp · ai-agents | An MCP server that lets users generate, edit, and save Xfer Serum 2 presets from plain-English descriptions directly through MCP clients like Claude… | 7 stars · 1 fork | No one-command install · Source | |
| 677 | 57.245 | doc-bridgemcp · ai-agents | Turn repository documentation into deterministic, executable handoffs for coding agents through MCP, CLI, and CI—without an LLM or API key. | 7 stars · 1 fork | No one-command install · Source | |
| 677 | 57.245 | vectorsmithmcp · database | Turns a tools.yaml contract into typed, tenant-guarded vector database tools that agents can use via Python imports or MCP. | 7 stars · 1 fork | No one-command install · Source | |
| 677 | 57.245 | bumi-mcpmcp · ai-agents | MCP server for controlling the Noetix Bumi humanoid robot via ROS 2, with support for autonomous mission planning using LLMs and computer vision. | 7 stars · 1 fork | No one-command install · Source | |
| 677 | 57.245 | aplaceforallmystuff-tailscalemcp · observability | Provides read-only access to Tailscale network management for monitoring device status, tracking client updates, and generating network statistics… | 7 stars · 1 fork | No one-command install · Source | |
| 677 | 57.245 | aplaceforallmystuff-threat-intelmcp · other | Unified threat intelligence from OTX, AbuseIPDB, GreyNoise, and abuse.ch | 7 stars · 1 fork | No one-command install · Source | |
| 677 | 57.245 | yamaru-eu-hardware-probemcp · ai-agents | Analyzes hardware performance, GPU diagnostics, and LLM optimization guidance to help evaluate system capabilities for running AI workloads. | 7 stars · 1 fork | No one-command install · Source | |
| 677 | 57.245 | tiger-skills-mcp-servermcp · ai-agentsalso listed as timescale-tiger-skills | Emulates Claude Skills with any LLM via MCP, enabling agents to use modular skill packages for specialized workflows and tool integrations. | 7 stars · 1 fork | No one-command install · Source | |
| 677 | 57.245 | myco-brainmcp · ai-agents | Myco Brain gives AI agents persistent, source-traceable memory and a knowledge graph on your own Postgres. Capture decisions, repos, and docs, then… | 7 stars · 1 fork | No one-command install · Source | |
| 677 | 57.245 | pltm-claudemcp · ai-agents | An MCP server that gives Claude Desktop persistent memory, self-awareness, epistemic hygiene, and genuine agency across conversations with a typed… | 7 stars · 1 fork | No one-command install · Source | |
| 677 | 57.245 | task-manager-mcpmcp · ai-agents | An MCP server that automates project task breakdown, dependency management, and smart task recommendations, integrating with LLMs like Gemini and… | 7 stars · 1 fork | No one-command install · Source | |
| 677 | 57.245 | samanthamcp · ai-agents | MCP server that dynamically extracts and manages user memory from LLM conversations, enabling consistent personalization across different models. | 7 stars · 1 fork | No one-command install · Source | |
| 690 | 56.183 | nan-mcp-servermcp · back-end | MCP server exposing NaN API media tools (image generation/editing, text-to-speech, speech-to-text, embeddings, reranking) for any MCP-compatible… | 10 stars | No one-command install · Source | |
| 690 | 56.183 | synapse-memorymcp · ai-agents | A lightweight MCP server that provides long-term memory for LLMs by storing and retrieving important facts, decisions, and preferences through smart… | 10 stars | No one-command install · Source | |
| 692 | 55.515 | bacnet-mcp-servermcp · ai-agents | A lightweight MCP server that connects LLM agents to BACnet devices for building automation, enabling real-time monitoring, actuation, and task… | 5 stars · 2 forks | No one-command install · Source | |
| 692 | 55.515 | local-delegatemcp · ai-agents | Delegates mechanical text-to-text tasks to a local LLM to save Claude subscription quota, reading files server-side so large content never enters… | 5 stars · 2 forks | No one-command install · Source | |
| 692 | 55.515 | rucio-mcpmcp · ai-agents | An MCP server that exposes Rucio distributed data management operations as tools for LLMs. Designed for ATLAS physicists working with grid data on… | 5 stars · 2 forks | No one-command install · Source | |
| 692 | 55.515 | mcp-ollama-pythonmcp · back-end | A Python MCP server that exposes local Ollama models as tools for AI assistants, enabling chat, generation, embeddings, and model management without… | 5 stars · 2 forks | No one-command install · Source | |
| 692 | 55.515 | fenderstudiopromcpmcp · ai-agents | An MCP server that turns PreSonus Studio One into an AI-controllable DAW, enabling production workflows like editing, MIDI manipulation, mixing… | 5 stars · 2 forks | No one-command install · Source | |
| 692 | 55.515 | mcp-email-servermcp · back-end | Enables LLMs to read, send, and manage emails via POP3 and SMTP with TLS support. | 5 stars · 2 forks | No one-command install · Source | |
| 692 | 55.515 | rhoai-observability-mcpmcp · observability | Provides AI assistants with direct access to Red Hat OpenShift AI observability data, enabling querying of Prometheus metrics, Alertmanager alerts… | 5 stars · 2 forks | No one-command install · Source | |
| 692 | 55.515 | duonglabs-codeintelmcp · database | AI-powered semantic code search using vector embeddings for contextual code loading. | 5 stars · 2 forks | No one-command install · Source | |
| 692 | 55.515 | mistmind-mcp-servermcp · back-end | Enables LLMs to interact with the Juniper Mist API via a dynamic index and sandboxed code execution, allowing search and execution of all 1,011… | 5 stars · 2 forks | No one-command install · Source |
Score colour shows how many signals stand behind it, never how good it is: amber, three or more; dimmer amber, two; grey, one. The Evidence column names them.
Stars, forks and last commit are as GitHub reported them when Armory last read each repository: for most, or later. A repository may have changed since.