Leaderboard
Scored on public signals; components with none are listed as Unranked · Formula
Component
Domain
Vertical
| Rank | Score | Component | Description | Evidence | Last commit | Install |
|---|---|---|---|---|---|---|
| 401 | 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 | |
| 401 | 74.422 | baserunobservability · observability | Baserun captures LLM traces via a lightweight decorator-based SDK and provides a dashboard for debugging prompt chains, testing variants, and… | 16 stars · 5 forks | Stale | No one-command install · Source |
| 403 | 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 | |
| 404 | 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 | |
| 405 | 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 |
| 406 | 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 | |
| 406 | 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 | |
| 408 | 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 | |
| 408 | 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 | |
| 410 | 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 | |
| 410 | 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 | |
| 412 | 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 | |
| 412 | 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 | |
| 414 | 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 | |
| 414 | 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 | |
| 416 | 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 | |
| 417 | 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 | |
| 417 | 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 | |
| 419 | 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 | |
| 420 | 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 | |
| 421 | 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 | |
| 422 | 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 | |
| 423 | 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 | |
| 423 | 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 | |
| 423 | 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 | |
| 423 | 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 | |
| 423 | 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 | |
| 428 | 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 | |
| 428 | 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 | |
| 430 | 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 | |
| 431 | 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 | |
| 431 | 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 | |
| 431 | 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 | |
| 431 | 72.060 | azure-openai-llm-cookbookworkflow · ai-agents | A one-stop hub with 100+ Azure OpenAI sample code organized by topic for quick reference | 16 stars · 3 forks | No one-command install · Source | |
| 435 | 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 | |
| 436 | 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 | |
| 437 | 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 | |
| 437 | 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 | |
| 437 | 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 | |
| 437 | 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 | |
| 441 | 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 | |
| 442 | 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 | |
| 442 | 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 | |
| 442 | 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 | |
| 442 | 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 | |
| 447 | 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 | |
| 447 | 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 | |
| 447 | 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 | |
| 450 | 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 | |
| 450 | 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 | |
| 450 | 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 | |
| 454 | 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 | |
| 455 | 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 | |
| 456 | 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 | |
| 456 | 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 | |
| 456 | 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 | |
| 456 | 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 | |
| 456 | 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 | |
| 461 | 70.551 | ollama-mcp-example-servermcp · back-end | A simple MCP server that exposes stock price lookup tools, demonstrating how to set up MCP from scratch with Ollama. | 23 stars · 1 fork | No one-command install · Source | |
| 462 | 70.534 | hoxcoremcp · search | Enables LLMs to manage organizational metadata (projects, missions, activities, programs) via a file-based registry, providing CRUD operations and… | 4 stars · 8 forks | No one-command install · Source | |
| 463 | 70.455 | mcp-aftereffectsmcp · back-end | MCP server that lets LLMs drive Adobe After Effects, enabling project inspection, comp/layer mutations with undo support, JSON checkpoint/restore, and… | 51 stars | No one-command install · Source | |
| 464 | 70.328 | iachilles-mementomcp · database | Provides persistent memory capabilities through a SQLite-based knowledge graph that stores entities, observations, and relationships with full-text… | 12 stars · 4 forks | No one-command install · Source | |
| 464 | 70.328 | vertex-ai-memory-bank-mcp-servermcp · ai-agents | Enables LLMs to generate and retrieve long-term memories using Vertex AI Memory Bank, with tools for memory initialization, generation, retrieval… | 12 stars · 4 forks | No one-command install · Source | |
| 466 | 70.315 | cerebras-codemcp · other | Fast code generation using Cerebras AI inference | 50 stars | No commit datelisted | No one-command install · Source |
| 467 | 70.210 | protein-design-mcpmcp · ai-agents | An MCP server that gives LLM agents access to computational protein design tools. | 16 stars · 2 forks | No one-command install · Source | |
| 467 | 70.210 | mcp-mt5mcp · front-end | Model Context Protocol server for the MetaTrader 4/5 build pipeline, enabling LLM-driven compilation, deployment, backtesting, and log tailing without… | 16 stars · 2 forks | No one-command install · Source | |
| 469 | 70.060 | galileomcp · observability | Integrates with Galileo's evaluation and observability platform to enable dataset creation, prompt template management, experiment setup, log… | 6 stars · 7 forks | No one-command install · Source | |
| 469 | 70.060 | browsercatmcp · browser | Enables LLMs to interact with web pages through cloud-based browser automation for navigation, screenshot capture, element interaction, and JavaScript… | 6 stars · 7 forks | No one-command install · Source | |
| 471 | 69.750 | doit-mcp-servermcp · back-end | Provides LLMs with access to the DoiT API for managing cloud resources, analyzing costs, and handling support tickets via natural language. | 13 stars · 3 forks | No one-command install · Source | |
| 471 | 69.750 | wklee610-kafka-mcpmcp · ai-agents | MCP server for Apache Kafka that allows LLM agents to inspect topics, consumer groups, and safely manage offsets (reset, rewind). | 13 stars · 3 forks | No one-command install · Source | |
| 473 | 69.545 | swih-mistralmcp · database | Access Mistral AI models for chat, embeddings, vision, audio, and OCR via MCP. | 15 stars · 2 forks | No one-command install · Source | |
| 473 | 69.545 | mcp-raganythingmcp · back-end | Multi-modal RAG service exposing a REST API and MCP server for document indexing and knowledge-base querying, powered by RAGAnything and LightRAG. | 15 stars · 2 forks | No one-command install · Source | |
| 473 | 69.545 | hzyai-ragscoremcp · search | Generate QA datasets and evaluate RAG systems with privacy-first local processing and any LLM provider. | 15 stars · 2 forks | No one-command install · Source | |
| 476 | 69.508 | blendermcpmcp · ai-agents | MCP server that integrates Blender with CSM.ai 3D assets and LLM agents, enabling AI-assisted 3D modeling and animation through natural language… | 19 forks | No one-command install · Source | |
| 477 | 69.349 | orcarouter-mcpmcp · back-end | OrcaRouter MCP — browse 160+ LLM models with live pricing (no API key needed for catalog) and route chat completions through the OrcaRouter gateway… | 11 stars · 4 forks | No one-command install · Source | |
| 477 | 69.349 | shortcuts-mcpmcp · ai-agents | Connects LLMs to your macOS Shortcuts library, enabling interactive workflows, discovery, and management through AppleScript and CLI integration. | 11 stars · 4 forks | No one-command install · Source | |
| 479 | 69.255 | gh-ptobey-local-memorymcp · search | Provides local-first personal RAG memory with versioned text chunks stored in ChromaDB. | 10 stars · 5 forks | No one-command install · Source | |
| 479 | 69.255 | freedanfan-multi-llm-api-gatewaymcp · back-end | Provides a unified FastAPI server for interacting with multiple language model APIs, enabling seamless switching between OpenAI and Anthropic models… | 10 stars · 5 forks | No one-command install · Source | |
| 481 | 69.000 | dan8oren-mcp-apple-notesmcp · search | Semantic search and RAG over Apple Notes with on-device embeddings, full CRUD, folder management, and fuzzy title matching. 10 tools. Runs fully… | 12 stars · 3 forks | No one-command install · Source | |
| 481 | 69.000 | humanloop-evalseval · ai-agents | Humanloop Python SDK with integrated evals, dataset versioning, and human + LLM judge scoring for production pipelines. | 12 stars · 3 forks | No one-command install · Source | |
| 481 | 69.000 | jerpint-paperpalmcp · search | Connects LLMs to academic research sources for semantic paper searches and detailed information retrieval from arXiv and Hugging Face, enabling… | 12 stars · 3 forks | No one-command install · Source | |
| 484 | 68.847 | mcp-cinema4dmcp · front-end | Bridges MCP-compatible clients to Cinema 4D, enabling LLMs to inspect scene hierarchy, author shots, build node materials, and rig animation through a… | 19 stars · 1 fork | No one-command install · Source | |
| 485 | 68.715 | leeroopedia-mcp-servermcp · ai-agents | MCP server that turns AI coding agents into ML/AI experts by providing best-practice knowledge for fine-tuning, inference optimization, agent… | 14 stars · 2 forks | No one-command install · Source | |
| 485 | 68.715 | gurr-i-geminimcp · database | Integrates with Google's Gemini AI models including the 2.5 series with thinking capabilities, vision models, and embedding generation, featuring JSON… | 14 stars · 2 forks | No one-command install · Source | |
| 485 | 68.715 | codecompassmcp · database | Helps developers tackle legacy codebases by giving AI coding assistants context through Qdrant vector store and Agentic RAG with Ollama or DeepSeek. | 14 stars · 2 forks | No one-command install · Source | |
| 485 | 68.715 | raindrop-io-mcp-servermcp · back-end | Enables to manage Raindrop.io bookmarks programmatically—add, search, and organize bookmarks from LLM apps. | 14 stars · 2 forks | No one-command install · Source | |
| 489 | 68.547 | forwardnetworks-network-analysismcp · back-end | Integrates with Forward Networks API for network topology analysis, path tracing, device management, and configuration auditing with semantic search… | 4 stars · 7 forks | No one-command install · Source | |
| 490 | 68.509 | cloudera-ai-workbench-mcp-servermcp · back-end | Enables LLMs to interact with Cloudera AI Workbench APIs for managing files, jobs, models, experiments, projects, and applications. | 8 stars · 6 forks | No one-command install · Source | |
| 491 | 68.220 | aigroup-econ-mcpmcp · back-end | Econometrics MCP server for regression, causal inference, time series, panel data, machine learning, and broader statistical analysis workflows. | 10 stars · 4 forks | No one-command install · Source | |
| 491 | 68.220 | aliivaezii-kpi-lensmcp · ai-agents | Supply chain intelligence platform with anomaly detection and LLM root-cause analysis. | 10 stars · 4 forks | No one-command install · Source | |
| 491 | 68.220 | tom-semple-apple-notesmcp · search | Integrates with Apple Notes to enable listing, searching, creating, and indexing notes using vector and full-text search, leveraging LanceDB and… | 10 stars · 4 forks | No one-command install · Source | |
| 494 | 68.063 | unsloth-llm-fine-tuningmcp · ai-agents | Unsloth's MCP server optimizes large language model fine-tuning by reducing VRAM usage and training time, supporting 4-bit quantization and extended… | 7 stars · 6 forks | No one-command install · Source | |
| 494 | 68.063 | amansingh0311-qdrant-openai-embeddingsmcp · database | Connects AI systems to Qdrant vector databases for semantic search using OpenAI embeddings, enabling contextual document retrieval and knowledge base… | 7 stars · 6 forks | No one-command install · Source | |
| 494 | 68.063 | ryanlisse-lancedbmcp · database | Integrates with LanceDB vector database to enable efficient storage, retrieval, and similarity search of vector embeddings with associated metadata… | 7 stars · 6 forks | No one-command install · Source | |
| 497 | 68.021 | artk0de-tearagsmcp · database | Provides semantic code search across large codebases using vector embeddings and AST-aware chunking with git metadata integration for intelligent code… | 11 stars · 3 forks | No one-command install · Source | |
| 497 | 68.021 | doom-mcpmcp · back-end | MCP server that lets AI coding assistants play DOOM in compatible clients by embedding the real DOOM engine, providing game state, enemy intel, and… | 11 stars · 3 forks | No one-command install · Source | |
| 497 | 68.021 | sagemcp · ai-agents | Universal development assistant that automatically selects optimal models across OpenAI, Anthropic, Google Gemini, OpenRouter, and local Ollama based… | 11 stars · 3 forks | No one-command install · Source | |
| 497 | 68.021 | globus-mcpmcp · ai-agents | MCP server enabling LLMs to manage Globus data transfers and compute tasks. | 11 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.