Leaderboard
Scored on public signals; components with none are listed as Unranked · Formula
Component
Domain
Vertical
| Rank | Score | Component | Description | Evidence | Last commit | Install |
|---|---|---|---|---|---|---|
| 301 | 77.305 | mcp-as-a-judgemcp · ai-agentsalso listed as othervibes-as-a-judge | A validation layer for AI coding assistants that enforces explicit LLM evaluations on plans, code diffs, and tests to ensure safer and higher-quality… | 17 stars · 9 forks | No one-command install · Source | |
| 301 | 77.305 | emzimmer-mozilla-readability-parsermcp · ai-agents | Integrates Mozilla's Readability algorithm to extract and transform webpage content into clean, LLM-optimized Markdown. | 17 stars · 9 forks | No one-command install · Source | |
| 304 | 77.233 | zim-mcp-servermcp · search | Enables large language models to directly access and search content in ZIM files, allowing offline question answering and information retrieval from… | 20 stars · 6 forks | No one-command install · Source | |
| 305 | 77.143 | elysia-mcp-servermcp · ai-agents | Enables creating high-performance MCP servers using Bun and Elysia, exposing resources, tools, and prompts to LLMs via SSE transport. | 24 stars · 4 forks | No one-command install · Source | |
| 306 | 77.014 | longevity-genie-opengenesmcp · database | Provides access to the OpenGenes database containing aging and longevity research data including experimental lifespan results from genetic… | 21 stars · 5 forks | No one-command install · Source | |
| 307 | 76.838 | kikeven-zerikai-memorymcp · search | Workspace-isolated persistent memory server combining ChromaDB vector search and tree-sitter code indexing, with cost-optimized routing between local… | 35 stars · 2 forks | No one-command install · Source | |
| 308 | 76.819 | ai-testcase-generator-mcpmcp · back-end | Generates comprehensive API test plans (positive, negative, and boundary/edge cases) from endpoint metadata using LLMs, and exports them as Excel… | 16 stars · 9 forks | No one-command install · Source | |
| 309 | 76.751 | tabularagmcp · search | Enables AI assistants to query tabular data (CSV/TSV) using natural language with cell-level citations, supporting multi-tenant workspaces, access… | 27 stars · 3 forks | No one-command install · Source | |
| 310 | 76.745 | contextcoremcp · search | A local-first MCP server that indexes all your local files (text, code, images, audio, video) and provides hybrid search (BM25+embeddings) to retrieve… | 23 stars · 4 forks | No one-command install · Source | |
| 310 | 76.745 | milkymap-pulsarmcp · database | Semantic router that enables intelligent tool discovery and execution across multiple MCP servers using embeddings and vector search to eliminate… | 23 stars · 4 forks | No one-command install · Source | |
| 312 | 76.502 | browseai-hq-browserai-devmcp · back-end | Evidence-backed web research for AI agents. Real-time search with cited claims, confidence scores, and compare mode (raw LLM vs evidence-backed). MCP… | 20 stars · 5 forks | No one-command install · Source | |
| 313 | 76.462 | ia-qa-com-mcp-llm-and-rag-testing-dev-qa-toolboxmcp · ai-agents | IA-QA as an MCP Server Use IA-QA's developer tools to test your llm agents RAG ai tools, directly from Cursor, Claude Desktop, Windsurf, or any AI… | 12,754 installs | No commit datelisted | No one-command install · Source |
| 314 | 76.443 | rachittshah-llm-councilmcp · ai-agents | Multi-LLM deliberation council with voting, debate, synthesis, critique, and verification protocols. | 26 stars · 3 forks | No one-command install · Source | |
| 315 | 76.400 | tiger-linear-mcp-servermcp · back-end | Provides focused tools for interacting with Linear via the Model Context Protocol, enabling LLMs to manage Linear issues, projects, and teams. | 33 stars · 2 forks | No one-command install · Source | |
| 316 | 76.331 | topologicpy-mcp-servermcp · back-end | Enables LLMs to perform architectural spatial modeling through natural language, including creating, manipulating, and analyzing 3D building models… | 22 stars · 4 forks | No one-command install · Source | |
| 317 | 76.278 | gerred-replicatemcp · back-end | Integrates with Replicate API to provide seamless access to diverse machine learning models for inference and result retrieval across various domains. | 16 stars · 8 forks | No one-command install · Source | |
| 318 | 76.275 | ib-async-mcp-servermcp · ai-agents | Enables read-only access to Interactive Brokers data including contracts, market data, news, fundamentals, and portfolio/account information for LLM… | 18 stars · 6 forks | No one-command install · Source | |
| 318 | 76.275 | vincentf305-ollamamcp · other | Bridges to Ollama, enabling local language model capabilities for writing assistance, code generation, and data analysis. | 18 stars · 6 forks | No one-command install · Source | |
| 320 | 76.242 | agent-browser-mcpmcp · ai-agents | An MCP server that provides browser automation capabilities, enabling LLMs to control a web browser for navigation, interaction, and data extraction. | 13 stars · 9 forks | No one-command install · Source | |
| 320 | 76.242 | infinitimeless-claude-lmstudio-bridgemcp · ai-agents | Bridges Claude with local LLMs running in LM Studio, enabling direct access to local model capabilities for text generation and chat completions while… | 13 stars · 9 forks | No one-command install · Source | |
| 322 | 76.160 | adaptixc2-mcp-servermcp · ai-agents | Enables LLM agents to interact with and automate operations with the AdaptixC2 framework via the MCP protocol. | 25 stars · 3 forks | No one-command install · Source | |
| 323 | 75.946 | tiger-github-mcp-servermcp · github-vcs | Enables LLMs to interact with GitHub via the Model Context Protocol, providing tools for repository management and other GitHub operations. | 31 stars · 2 forks | No one-command install · Source | |
| 324 | 75.782 | ollama-deep-researchermcp · search | Leverage Ollama as your LLM, and Tavily or Perplexity to do your deep web research | 16 stars · 7 forks | No one-command install · Source | |
| 324 | 75.782 | analyticdb-postgresql-mcp-servermcp · database | Serves as a universal interface between AI Agents and AnalyticDB PostgreSQL databases, enabling metadata retrieval and SQL execution, with additional… | 16 stars · 7 forks | No one-command install · Source | |
| 326 | 75.737 | superpowers-mcpmcp · ai-agents | An MCP server that makes superpowers skills available to any LLM that supports the Model Context Protocol. | 17 stars · 6 forks | No one-command install · Source | |
| 326 | 75.737 | databricks-genie-mcpmcp · ai-agentsalso listed as yashshingvi-databricks-genie-mcp | Connects to the Databricks Genie API, enabling LLMs to ask natural language questions, run SQL queries, and interact with Databricks conversational… | 17 stars · 6 forks | No one-command install · Source | |
| 329 | 75.646 | framesailmcp · ai-agents | Create long-form (faceless YouTube) videos end to end from any MCP client: script, locked character references, storyboard, voiceover, and final video… | 11,533 installs | No commit datelisted | No one-command install · Source |
| 330 | 75.528 | charmhealth-mcp-servermcp · ai-agents | An MCP server for CharmHealth EHR that allows LLMs and MCP clients to interact with patient records, encounters, and practice information. | 10 stars · 9 forks | No one-command install · Source | |
| 331 | 75.467 | asmith26-jupytercad-mcpmcp · ai-agents | An MCP server for [JupyterCAD](https://github.com/jupytercad/JupyterCAD) that allows you to control it using LLMs/natural language. | 20 stars · 4 forks | No one-command install · Source | |
| 331 | 75.467 | thealmanacmcp · ai-agents | Enables programmers to search, download, and access up-to-date API and software documentation through MCP tools, integrating with LLMs like Claude for… | 20 stars · 4 forks | No one-command install · Source | |
| 331 | 75.467 | davanstrien-huggingface-hub-searchmcp · database | Provides semantic search capabilities for Hugging Face models and datasets using vector embeddings to find resources through natural language… | 20 stars · 4 forks | No one-command install · Source | |
| 331 | 75.467 | cromwellian-hippycampusmcp · back-end | Converts OpenAPI specifications into LangChain tools, enabling AI assistants to interact with existing REST APIs without custom implementation | 20 stars · 4 forks | No one-command install · Source | |
| 335 | 75.190 | runware-mcp-servermcp · back-end | Enables lightning fast image and video generation using the Runware API, with tools for inference, upscaling, background removal, and more. | 9 stars · 9 forks | No one-command install · Source | |
| 336 | 75.153 | jamesanz-cross-llm-mcpmcp · ai-agents | An MCP server that enables cross-LLM communication and memory sharing, allowing different AI models to collaborate and share context across… | 16 stars · 6 forks | No one-command install · Source | |
| 337 | 75.006 | activitypub-mcp-servermcp · ai-agentsalso listed as cameronrye-activitypub-mcp | A comprehensive MCP server that enables LLMs like Claude to explore and interact with the existing Fediverse through standardized MCP tools… | 17 stars · 5 forks | No one-command install · Source | |
| 337 | 75.006 | fetch-mcp-servermcp · back-end | Enables LLMs to fetch and extract web content using browser automation, OCR, and multiple extraction methods, handling JavaScript rendering and… | 17 stars · 5 forks | No one-command install · Source | |
| 340 | 74.652 | gzoonet-cortexmcp · ai-agents | Local-first knowledge graph for developers. Watches project files, extracts entities and relationships via LLMs, builds a queryable knowledge graph… | 21 stars · 3 forks | No one-command install · Source | |
| 340 | 74.652 | opendata-cat-mcp-servermcp · back-end | Connects LLMs to over 2,850 datasets from 13 Catalan and Spanish open data portals, enabling natural language search and real-time queries of public… | 21 stars · 3 forks | No one-command install · Source | |
| 342 | 74.510 | exasol-mcp-servermcp · back-end | Provides an LLM access to the Exasol database via MCP tools, enabling reading of database metadata and execution of data reading queries. | 18 stars · 4 forks | No one-command install · Source | |
| 343 | 74.422 | 20alexl-claude-engrammcp · ai-agents | Persistent memory and session intelligence for Claude Code. Auto-tracks mistakes, decisions, and context via hooks. Mines session history for patterns… | 16 stars · 5 forks | No one-command install · Source | |
| 344 | 74.311 | 1c-templates-mcpmcp · back-end | MCP server for semantic search of 1C (BSL) code templates with 2262+ community templates, CRUD web interface, and ChromaDB + embeddings for… | 25 stars · 2 forks | No one-command install · Source | |
| 345 | 74.139 | searxng-mcpmcp · search | MCP server for private web search via self-hosted SearXNG with local reranking, full-page content fetching via Firecrawl, and optional Ollama-powered… | 20 stars · 3 forks | No one-command install · Source | |
| 346 | 74.013 | menjometremcp · ai-agents | Menjometre is an independent observatory of Catalan public spending. This MCP server gives any LLM client read-only access to the full dataset and the… | 9,347 installs | No commit datelisted | No one-command install · Source |
| 347 | 73.972 | lunfengchen-gatewaymcp · ai-agents | Aggregates multiple MCP servers into unified tool interfaces to reduce LLM context occupation | 17 stars · 4 forks | No one-command install · Source | |
| 347 | 73.972 | atlamcp · ai-agents | Provides a standardized interface for evaluating LLM responses against single or multiple criteria, returning both numerical scores and textual… | 17 stars · 4 forks | No one-command install · Source | |
| 349 | 73.966 | context-lensmcp · database | An MCP server that enables semantic search over local files or GitHub repositories by indexing content into a serverless vector database, allowing AI… | 24 stars · 2 forks | No one-command install · Source | |
| 349 | 73.966 | readwise-vector-db-mcp-servermcp · devops | Turns your Readwise library into a blazing-fast semantic search engine with a streaming MCP server for LLM clients, supporting vector search, nightly… | 24 stars · 2 forks | No one-command install · Source | |
| 351 | 73.756 | mlflow-mcp-servermcp · back-end | A Model Context Protocol server that enables LLMs to interact with MLflow tracking servers, allowing users to query experiments, analyze runs, compare… | 15 stars · 5 forks | No one-command install · Source | |
| 351 | 73.756 | lior-ps-multi-llm-cross-checkmcp · ai-agents | Provides a unified interface for querying multiple LLM providers simultaneously, enabling side-by-side response comparison for fact-checking… | 15 stars · 5 forks | No one-command install · Source | |
| 353 | 73.713 | codeseekermcp · database | Four-layer hybrid search and knowledge graph for AI coding assistants: BM25 + vector embeddings + RAPTOR directory summaries + graph expansion fused… | 19 stars · 3 forks | No one-command install · Source | |
| 353 | 73.713 | ibkr-portfolio-builder-mcpmcp · ai-agents | A remote MCP server for top-down portfolio construction with Interactive Brokers, exposing a typed catalog of screeners, news access, and account… | 19 stars · 3 forks | No one-command install · Source | |
| 355 | 73.568 | celiums-celiums-memorymcp · database | Cognitive memory engine with 5,100+ knowledge modules, circadian rhythm awareness, and emotional state tracking (PAD model). Hybrid search (PostgreSQL… | 23 stars · 2 forks | armory install celiums-celiums-memory --cli claude | |
| 355 | 73.568 | mcp-stealth-chromemcp · ai-agents | Provides 133 stealth tools for AI agents to bypass Cloudflare, Turnstile, and reCAPTCHA, including LLM-optimized actions like describe_page and… | 23 stars · 2 forks | No one-command install · Source | |
| 357 | 73.472 | rizamcp · back-end | Provides a secure bridge between LLMs and Riza's isolated code interpreter API, enabling writing, saving, editing, and executing code safely in a… | 13 stars · 7 forks | No one-command install · Source | |
| 358 | 73.387 | smigolsmigol-llmkitmcp · back-end | Track AI API costs across 11 LLM providers with budget enforcement, per-session breakdowns, and multi-provider routing. | 16 stars · 4 forks | No one-command install · Source | |
| 358 | 73.387 | wd041216-bit-free-web-search-ultimatemcp · back-end | Zero-cost, privacy-first universal web search MCP server. Enforces a **Search-First** paradigm — instructs LLMs to retrieve real-time information… | 16 stars · 4 forks | No one-command install · Source | |
| 360 | 73.182 | mcp-rag-localmcp · database | Enables storing and retrieving text passages based on semantic meaning using local embeddings (Ollama) and vector storage (ChromaDB), allowing… | 18 stars · 3 forks | No one-command install · Source | |
| 361 | 72.926 | david-franz-ctx-sysmcp · database | Knowledge graphs from codebases using AST parsing and semantic embeddings with vector, graph, and full-text search. | 14 stars · 5 forks | No one-command install · Source | |
| 362 | 72.843 | smart-ai-memory-empathy-frameworkmcp · ai-agents | Five-level AI collaboration system with persistent memory and anticipatory capabilities. MCP-native integration for Claude and other LLMs with… | 13 stars · 6 forks | No one-command install · Source | |
| 363 | 72.803 | expedia-travel-recommendations-mcpmcp · ai-agents | MCP server for Expedia travel recommendations. Enables LLMs to search hotels, flights, activities, and car rentals using natural language. | 21 stars · 2 forks | No one-command install · Source | |
| 364 | 72.722 | codegrok-mcpmcp · search | Enables semantic code search for AI assistants by indexing codebases with embeddings and Tree-sitter, returning relevant snippets via natural language… | 15 stars · 4 forks | No one-command install · Source | |
| 364 | 72.722 | codebase-rag-mcp-servermcp · search | Enables AI agents to chat with codebases by indexing local directories or GitHub repositories into a vector database for semantic search and code… | 15 stars · 4 forks | No one-command install · Source | |
| 364 | 72.722 | simonutd-ai-cognitive-nexusmcp · ai-agents | Creates and manages autonomous AI agent teams for collaborative problem-solving and task execution, maintaining persistent team configurations… | 15 stars · 4 forks | No one-command install · Source | |
| 364 | 72.722 | claude-sidekickmcp · back-end | A Model Context Protocol (MCP) server that connects Claude to local Ollama models, enabling offloading of simpler tasks to save Claude tokens. | 15 stars · 4 forks | No one-command install · Source | |
| 364 | 72.722 | mirror-mcpmcp · back-end | A Model Context Protocol (MCP) server that provides a reflect tool, enabling LLMs to engage in self-reflection and introspection through recursive… | 15 stars · 4 forks | No one-command install · Source | |
| 369 | 72.702 | kenmcp · search | Fast hybrid code search for agents. Pure Go, single static binary, BM25 lexical + Model2Vec semantic embeddings + RRF fusion + a code-aware reranker… | 30 stars · 1 fork | No one-command install · Source | |
| 369 | 72.702 | tiger-memory-mcp-servermcp · ai-agents | A simple memory system that allows LLMs to store and retrieve information via the Model Context Protocol. | 30 stars · 1 fork | No one-command install · Source | |
| 371 | 72.565 | localmem-mcpmcp · database | Gives AI agents persistent, local-first memory using SQLite and on-device embeddings, enabling semantic search and recall across sessions with no… | 7 stars · 8 forks | No one-command install · Source | |
| 372 | 72.060 | phantom-secrets-mcp-servermcp · back-end | Enables AI coding tools to securely manage secrets via MCP tools for vault operations, diagnostics, and cloud sync, ensuring real keys never enter the… | 16 stars · 3 forks | No one-command install · Source | |
| 372 | 72.060 | sonaiengine-graph-tool-callmcp · back-end | When tool count exceeds LLM context limits, accuracy collapses (248 tools → 12%). graph-tool-call builds a tool graph from OpenAPI/MCP specs and… | 16 stars · 3 forks | No one-command install · Source | |
| 372 | 72.060 | besslframework-stack-tesseramcp · database | Transforms workspace documents into a searchable vector database using LanceDB and FastEmbed with hybrid search, version-aware ranking, and… | 16 stars · 3 forks | No one-command install · Source | |
| 375 | 71.864 | ngotaico-codebase-indexmcp · search | Indexes codebases using Qdrant vector storage and Google Gemini embeddings to provide semantic search capabilities over code with intelligent… | 19 stars · 2 forks | No one-command install · Source | |
| 376 | 71.577 | amdbmcp · back-end | Turn your codebase into AI context — entirely on your machine. Single-binary MCP server with AST parsing, call graph, and local embeddings. | 26 stars · 1 fork | No one-command install · Source | |
| 377 | 71.394 | vector-mcpmcp · database | A production-grade MCP server for integrating RAG into AI agents, supporting multiple vector databases with enterprise security and dynamic tool… | 15 stars · 3 forks | No one-command install · Source | |
| 377 | 71.394 | rlm-mcp-server-2mcp · back-end | Enables any LLM to process arbitrarily long contexts through recursive decomposition, without requiring external LLM APIs. | 15 stars · 3 forks | No one-command install · Source | |
| 377 | 71.394 | opencode-personal-knowledgemcp · back-end | A personal knowledge MCP server with vector database for the Opencode ecosystem. It enables semantic search, tag organization, and session memory… | 15 stars · 3 forks | No one-command install · Source | |
| 377 | 71.394 | tristan-mcinnis-semantic-memorymcp · database | Provides persistent semantic memory capabilities through PostgreSQL with pgvector embeddings, enabling project-based memory namespacing, semantic… | 15 stars · 3 forks | No one-command install · Source | |
| 381 | 71.388 | vision-memory-mcpmcp · ai-agents | Persistent visual cache for LLM-driven software development. Caches screenshots using perceptual hashing, vector search, and AX trees to prevent token… | 60 stars | No one-command install · Source | |
| 382 | 71.363 | chromadb-remote-mcp-servermcp · databasealso listed as meloncafe-chromadb-remote | A Streamable HTTP MCP server that provides remote access to ChromaDB for AI assistants like Claude. Enables semantic search and vector database… | 12 stars · 5 forks | No one-command install · Source | |
| 382 | 71.363 | tosin2013-codebase-insightmcp · back-end | Provides deep code analysis capabilities for software repositories, enabling pattern detection, architecture understanding, and knowledge management… | 12 stars · 5 forks | No one-command install · Source | |
| 382 | 71.363 | mcp-brasil-apimcp · back-end | Enables LLMs to query Brazilian public data such as CEP, CNPJ, DDD, exchange rates, banks, and holidays via the Model Context Protocol. | 12 stars · 5 forks | No one-command install · Source | |
| 382 | 71.363 | rebots-online-chat-analysismcp · database | Integrates vector embeddings and knowledge graphs to enable advanced chat analysis tasks like topic modeling, sentiment analysis, and user behavior… | 12 stars · 5 forks | No one-command install · Source | |
| 387 | 71.333 | anaisbetts-computer-usemcp · ai-agents | Control a local desktop — mouse, keyboard, screenshots, and drag — compatible with OpenAI Computer Use Agent spec. | 18 stars · 2 forks | No one-command install · Source | |
| 387 | 71.333 | medsci-agentmcp · ai-agents | An open source biomedical research agent that provides LLMs with 28 tools for drug discovery, protein analysis, literature search, medical imaging… | 18 stars · 2 forks | No one-command install · Source | |
| 387 | 71.333 | iamwavecut-thinkmcp · back-end | Go-based server that provides LLMs with tools to record, retrieve, and analyze their reasoning processes during complex problem-solving tasks… | 18 stars · 2 forks | No one-command install · Source | |
| 390 | 71.115 | gcore-mcp-servermcp · back-end | Enables interaction with Gcore Cloud API via LLM assistants, providing tools for managing instances, networking, storage, AI/ML, and more. | 11 stars · 6 forks | No one-command install · Source | |
| 390 | 71.115 | tencent-cloud-log-service-cls-mcp-servermcp · observability | Enables large language models to directly access Tencent Cloud Log Service for log search, metric queries, and alarm management without code. | 11 stars · 6 forks | No one-command install · Source | |
| 390 | 71.115 | background-process-mcpmcp · observabilityalso listed as waylaidwanderer-background-process | Enables LLMs to start, stop, and monitor long-running command-line processes in the background. | 11 stars · 6 forks | No one-command install · Source | |
| 394 | 70.897 | runapi-mcp-servermcp · back-end | Connects MCP-compatible coding tools to RunAPI for AI image, video, music, text-to-speech, and LLM generation using 130+ models from leading… | 55 stars | No one-command install · Source | |
| 395 | 70.795 | mcp-thinking-servermcp · ai-agents | A powerful MCP server that enhances LLMs with advanced sequential thinking capabilities, supporting 19 thinking modes for structured reasoning and… | 17 stars · 2 forks | No one-command install · Source | |
| 396 | 70.564 | tykolt-kremismcp · ai-agents | Deterministic knowledge graph MCP server. Single binary, zero LLM/embedding calls in the bridge, BLAKE3 state hashing, canonical KREX export for… | 14 stars · 3 forks | No one-command install · Source | |
| 396 | 70.564 | midas-memory-mcpmcp · ai-agents | Local-first, source-traceable memory for AI agents — no LLM at ingest, $0 per message, zero data egress. Gives Claude Code, Cursor, and any MCP client… | 14 stars · 3 forks | No one-command install · Source | |
| 396 | 70.564 | airi-androidmcp · ai-agents | A MCP server that enables LLMs to control Android devices via ADB, supporting input, UI hierarchy, device management, and shell commands. | 14 stars · 3 forks | No one-command install · Source | |
| 396 | 70.564 | bible-mcp-servermcp · back-end | Exposes Bible content from bible-api.com for LLMs, enabling retrieval of verses, chapters, random verses, and Bible study prompts with support for… | 14 stars · 3 forks | No one-command install · Source | |
| 396 | 70.564 | m-gonzalo-cosa-saimcp · search | Loads entire documentation sets directly into Gemini's 2M token context window, eliminating traditional RAG limitations for comprehensive technology… | 14 stars · 3 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.