Leaderboard
Scored on public signals; components with none are listed as Unranked · Formula
Component
Domain
Vertical
| Rank | Score | Component | Description | Evidence | Last commit | Install |
|---|---|---|---|---|---|---|
| 501 | 63.694 | times1234-hypermeshmcp · other | Controls Altair HyperMesh meshing operations via AI-generated Tcl scripts for drag hex, spin hex, and tetrahedral meshing. | 9 stars · 2 forks | No one-command install · Source | |
| 501 | 63.694 | qdrant-docs-mcp-servermcp · ai-agents | A read-only MCP server providing curated Qdrant documentation for LLMs, enabling retrieval of the latest and most accurate documentation. | 9 stars · 2 forks | No one-command install · Source | |
| 501 | 63.694 | iamvirul-vecgrepmcp · database | Semantic code search plugin for Claude Code using tree-sitter parsing and vector embeddings with local or cloud providers. | 9 stars · 2 forks | No one-command install · Source | |
| 501 | 63.694 | chronicle-betamcp · search | A local-first personal RAG memory system that turns AI conversation history into a searchable, retrievable knowledge base via MCP, enabling LLMs to… | 9 stars · 2 forks | No one-command install · Source | |
| 501 | 63.694 | paper-scout-mcp-servermcp · back-end | Enables reviewing and managing AI research paper candidates from arXiv, Semantic Scholar, and Hugging Face Daily Papers, scored against personal… | 9 stars · 2 forks | No one-command install · Source | |
| 501 | 63.694 | sushimcp · ai-agents | Delivers documentation context from various technology sources to improve code generation by fetching and serving relevant llms.txt documentation on… | 9 stars · 2 forks | No one-command install · Source | |
| 501 | 63.694 | jonfreeland-mongodbmcp · database | Enables querying and analyzing MongoDB databases with read-only access, providing operations for exploration, schema inference, querying, aggregation… | 9 stars · 2 forks | No one-command install · Source | |
| 501 | 63.694 | arborist-claudehoppermcp · search | Integrates with Claude Desktop to analyze construction documents, enabling semantic search across architectural drawings and specifications through… | 9 stars · 2 forks | No one-command install · Source | |
| 501 | 63.694 | mcp-lance-dbmcp · database | Enables storing and retrieving semantic memories using LanceDB vector database, with tools to add memories and search by similarity. | 9 stars · 2 forks | No one-command install · Source | |
| 510 | 63.439 | inspirehep-mcp-servermcp · ai-agents | An MCP server that integrates InspireHEP high-energy physics literature with LLMs. Search papers, explore citations, retrieve author metrics, and… | 7 stars · 4 forks | No one-command install · Source | |
| 510 | 63.439 | judges-panelmcp · ai-agents | Enables evaluation of AI-generated code across 45 specialized dimensions using deterministic pattern matching and optional LLM-powered deep review… | 7 stars · 4 forks | No one-command install · Source | |
| 510 | 63.439 | gh-tejzpr-smritimcp · search | Graph-based AI memory system using EcphoryRAG retrieval and Leiden clustering for persistent, human-like memory recall. | 7 stars · 4 forks | No one-command install · Source | |
| 513 | 63.429 | context-diamondmcp · ai-agents | Enables LLM agents to compress handoffs into structured, auditable context capsules, preserving goals, constraints, decisions, and risks without… | 20 stars | No one-command install · Source | |
| 514 | 63.155 | robocop-mcpmcp · ai-agents | MCP server that helps resolve Robocop static code analysis errors and warnings via LLM, providing tools to get reports and run format. | 11 stars · 1 fork | No one-command install · Source | |
| 514 | 63.155 | rikarazome-prolog-reasonermcp · ai-agents | SWI-Prolog execution for LLMs to delegate combinatorial reasoning and constraint satisfaction problems. | 11 stars · 1 fork | No one-command install · Source | |
| 514 | 63.155 | haseebkhalid1507-velociragmcp · search | Lightning-fast RAG engine with four-layer retrieval fusion powered by ONNX Runtime for sub-200ms search without PyTorch. | 11 stars · 1 fork | No one-command install · Source | |
| 514 | 63.155 | crisschan-repo2llmmcp · ai-agents | Transform code repositories into LLM-friendly formats. | 11 stars · 1 fork | No one-command install · Source | |
| 518 | 63.107 | wrediam-better-qdrantmcp · database | Connects AI systems to Qdrant vector database for semantic search capabilities through multiple embedding services, enabling efficient document… | 4 stars · 5 forks | No one-command install · Source | |
| 519 | 63.003 | shannon-provermcp · ai-agents | A server that connects LLM agents to the EasyCrypt proof assistant for writing machine-checked cryptographic proofs, providing a structured panel and… | 19 stars | No one-command install · Source | |
| 520 | 62.472 | zundamonnovrchat-unity-ollamamcp · ai-agents | Integrates Unity Editor with local LLMs through Ollama, enabling natural language control of game objects, scripts, materials, and scenes for… | 18 stars | No commit datelisted | No one-command install · Source |
| 521 | 62.111 | genome-mcp-servermcp · ai-agents | A local, offline memory server for AI agents that stores and retrieves memories without LLM calls, enabling persistent cross-session memory with… | 7 stars · 3 forks | No one-command install · Source | |
| 521 | 62.111 | yumeiriowl-repo-graphragmcp · search | Uses LightRAG and Tree-sitter to build a repository knowledge graph from code and docs, for Q&A and implementation planning. | 7 stars · 3 forks | No one-command install · Source | |
| 521 | 62.111 | randomm-files-dbmcp · database | Provides a local vector database system for semantic code search with zero-configuration setup, real-time file monitoring, and incremental indexing to… | 7 stars · 3 forks | No one-command install · Source | |
| 521 | 62.111 | samwang0723-memory-graphmcp · ai-agents | Provides long-term memory storage for LLM conversations using Redis Graph, enabling persistent knowledge graphs for maintaining context across… | 7 stars · 3 forks | No one-command install · Source | |
| 525 | 62.046 | fitllmmcp · other | Will this AI model fit on your Mac? | 8 stars · 2 forks | No one-command install · Source | |
| 525 | 62.046 | rocq-pilermcp · ai-agents | MCP server that bridges LLMs with the Rocq (Coq) proof assistant via LSP, enabling interactive theorem proving with AI. | 8 stars · 2 forks | No one-command install · Source | |
| 525 | 62.046 | jddunn-tenetsmcp · database | Local-first code context aggregation using BM25, TF-IDF, and embeddings with automatic injection of project principles | 8 stars · 2 forks | No one-command install · Source | |
| 525 | 62.046 | di5rupt0r-codebase-ragmcp · search | Self-hosted semantic code search over local codebases using ChromaDB and sentence-transformer embeddings with hybrid keyword reranking. | 8 stars · 2 forks | No one-command install · Source | |
| 525 | 62.046 | elasticsearch-memory-mcpmcp · ai-agents | Provides persistent, intelligent memory using Elasticsearch with hierarchical categorization and semantic search for LLM contexts. | 8 stars · 2 forks | No one-command install · Source | |
| 525 | 62.046 | voice-status-report-mcp-servermcp · ai-agents | Enables LLMs to provide voice status updates via OpenAI TTS, ideal for background task progress reports. | 8 stars · 2 forks | No one-command install · Source | |
| 525 | 62.046 | aio-2030-siliconflow-voice-transcriptionmcp · other | Provides voice transcription capabilities by processing audio files with the FunAudioLLM/SenseVoiceSmall model, returning text with confidence scores… | 8 stars · 2 forks | No one-command install · Source | |
| 525 | 62.046 | milvus-mcp-servermcp · database | Enables LLMs to interact with Milvus vector database for search, query, and collection management operations. | 8 stars · 2 forks | No one-command install · Source | |
| 525 | 62.046 | firebird-mcp-servermcp · back-end | A Model Context Protocol server that provides read-only access to Firebird databases, enabling LLMs to inspect database schemas and execute read-only… | 8 stars · 2 forks | No one-command install · Source | |
| 534 | 62.026 | renovate-mcpmcp · ai-agents | An MCP server for interactively reading, validating, previewing, and saving Renovate configurations with LLM assistance. | 10 stars · 1 fork | No one-command install · Source | |
| 534 | 62.026 | token-scoutmcp · ai-agents | Discovers LLM models in real time from cloud providers and local Ollama instances, returning compatibility profiles and live pricing so AI agents can… | 10 stars · 1 fork | No one-command install · Source | |
| 534 | 62.026 | coreshub-mcp-servermcp · back-end | Enables interaction with the CoreHub cloud platform to manage containers, EPFS filesystems, distributed training, and inference services through MCP… | 10 stars · 1 fork | No one-command install · Source | |
| 537 | 61.934 | novamcp · browser | Gives an LLM agent control of the macOS desktop from a single self-contained Rust binary: Set-of-Mark numbered screenshots, Accessibility-tree clicks… | 17 stars | No one-command install · Source | |
| 537 | 61.934 | abhichandra21-promptheusmcp · ai-agents | Prompt refinement with adaptive questioning and multi-provider LLM support | 17 stars | No one-command install · Source | |
| 539 | 61.768 | atom-pricing-intelligencemcp · search | ATOM is the Global Price Benchmark for AI Inference, delivered as a native tool for AI agents. Query live pricing across the inference market through… | 4,780 installs | No commit datelisted | No one-command install · Source |
| 540 | 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 | |
| 540 | 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 | |
| 540 | 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 | |
| 540 | 61.362 | a2a-ollamamcp · ai-agents | Integration of A2A protocol with Ollama | 6 stars · 4 forks | No one-command install · Source | |
| 544 | 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 | |
| 545 | 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 | |
| 547 | 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 | |
| 547 | 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 | |
| 547 | 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 | |
| 547 | 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 | |
| 547 | 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 | |
| 547 | 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 | |
| 547 | 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 | |
| 547 | 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 | |
| 547 | 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 | |
| 556 | 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 | |
| 557 | 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 | |
| 557 | 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 | |
| 557 | 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 | |
| 557 | 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 | |
| 557 | 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 | |
| 557 | 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 | |
| 557 | 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 | |
| 557 | 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 | |
| 557 | 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 | |
| 557 | 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 | |
| 567 | 60.035 | e2llm-sifrmcp · browser | E2LLM — structured browser perception for AI | 6 stars · 3 forks | No one-command install · Source | |
| 567 | 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 | |
| 567 | 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 | |
| 567 | 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 | |
| 567 | 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 | |
| 567 | 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 | |
| 573 | 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 | |
| 573 | 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 | |
| 575 | 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 | |
| 575 | 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 | |
| 575 | 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 | |
| 575 | 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 | |
| 575 | 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 | |
| 580 | 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 | |
| 581 | 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 | |
| 581 | 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 | |
| 581 | 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 | |
| 581 | 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 | |
| 581 | 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 | |
| 581 | 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 | |
| 587 | 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 | |
| 587 | 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 | |
| 587 | 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 | |
| 587 | 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 | |
| 587 | 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 | |
| 592 | 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 | |
| 592 | 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 | |
| 592 | 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 | |
| 592 | 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 | |
| 596 | 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 | |
| 596 | 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 | |
| 596 | 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 | |
| 596 | 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 | |
| 596 | 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 |
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.