Leaderboard
Scored on public signals; components with none are listed as Unranked · Formula
Component
Domain
Vertical
| Rank | Score | Component | Description | Evidence | Last commit | Install |
|---|---|---|---|---|---|---|
| 201 | 22.557 | cowork-historymcp · database | Hybrid search for Claude conversation history using full-text search, Spotlight, and semantic vector embeddings. | 1 star | No one-command install · Source | |
| 201 | 22.557 | db-talkmcp · database | Enables natural language interaction with SQLite databases using LangChain and FastMCP, allowing users to query, insert, update, and delete data via… | 1 star | No one-command install · Source | |
| 201 | 22.557 | kavi-research-assistant-mcpmcp · database | Enables AI to save, organize, search, and synthesize research materials using a local vector database with support for both OpenAI and Ollama… | 1 star | No one-command install · Source | |
| 201 | 22.557 | witwicki-miniragmcp · database | Provides efficient retrieval-augmented generation through naive vector database querying and smart graph-based retrieval using entity relationships… | 1 star | No one-command install · Source | |
| 201 | 22.557 | tdprepview-mcpmcp · database | Enables machine learning data preprocessing pipeline creation and model training, deployment, and prediction for Teradata databases. | 1 star | No one-command install · Source | |
| 201 | 22.557 | chatmcp-memorymcp · database | Enables large language models to remember past conversations by querying chat history stored in SQLite, directly integrating with daodao97/chatmcp. | 1 star | No one-command install · Source | |
| 201 | 22.557 | mcp-chinookdb-servermcp · database | MCP server providing LLMs with safe, read-only access to the Chinook SQLite sample database, including schema exploration and SQL query execution. | 1 star | No one-command install · Source | |
| 201 | 22.557 | viable-chromamcp · database | Provides direct access to ChromaDB vector database capabilities for semantic search and document management with customizable parameters for… | 1 star | No one-command install · Source | |
| 201 | 22.557 | changjunpark-qdrant-vector-databasemcp · database | Provides a vector database for storing and retrieving code snippets through semantic search using Docker containers and sentence-transformers… | 1 star | No one-command install · Source | |
| 210 | Unranked | private-journal-mcpmcp · database | Stores journal entries locally with semantic search using multilingual embeddings, and optionally syncs to a Git remote. | No signals yet | No one-command install · Source | |
| 211 | Unranked | ai-dememorymcp · database | Personal multi-LLM memory repository using Markdown as source of truth, SQLite FTS5 for retrieval, and MCP tools for search, context, and write… | No signals yet | No one-command install · Source | |
| 212 | Unranked | geolocation-mcpmcp · database | Enables LLMs to query IP addresses against free MaxMind GeoLite2 geolocation databases. | No signals yet | No one-command install · Source | |
| 213 | Unranked | mcp-teste-llm2mcp · database | MCP server that allows natural language queries in Portuguese to a PostgreSQL database using Ollama, ensuring read-only access with parameterized SQL… | No signals yet | No one-command install · Source | |
| 214 | Unranked | library-mcpmcp · database | Provides a 'library keeper' sub-agent that ingests PDF/EPUB books and answers questions grounded in them via local embedding search, with… | No signals yet | No one-command install · Source | |
| 215 | Unranked | zipline-supply-chainmcp · database | Enables natural-language supply-chain analysis over synthetic datasets through governed SQL/Python tools, providing supplier scorecards, forecast… | No signals yet | No one-command install · Source | |
| 216 | Unranked | skill-curator-mcpmcp · database | Enables AI agents to intelligently match tasks to skills through semantic embeddings, track skill effectiveness, detect skill gaps, and discover new… | No signals yet | No one-command install · Source | |
| 217 | Unranked | simple-memory-extensionmcp · database | Persistent key-value memory store with semantic search using SQLite and E5 embeddings, enabling contextual information retrieval and long-term memory… | No signals yet | No one-command install · Source | |
| 218 | Unranked | devpilot-mcpmcp · database | An AI-powered development assistant that enables LLMs to securely interact with local development tools including Git, filesystem, Docker, PostgreSQL… | No signals yet | No one-command install · Source | |
| 219 | Unranked | expertvagabond-watsonxmcp · database | Text generation, multi-turn chat, and embeddings via IBM watsonx.ai Doubao models. | No signals yet | No one-command install · Source | |
| 220 | Unranked | dudqls816-database-mcpmcp · database | MCP server for Microsoft SQL Server that lets LLMs explore schema and execute read-only SELECT queries, with optional stored procedure execution when… | No signals yet | No one-command install · Source | |
| 221 | Unranked | universal-database-mcpmcp · database | A small MCP server that lets an LLM query PostgreSQL, MySQL, MariaDB, SQL Server, or SQLite databases safely — read-only, role-restricted, and with… | No signals yet | No one-command install · Source | |
| 222 | Unranked | bdc-doc-mcpmcp · database | Provides a documentation search MCP tool (search_docs) that enables AI agents to retrieve relevant chunks from BDC documentation using semantic… | No signals yet | No one-command install · Source | |
| 223 | Unranked | agent-notes-mcpmcp · database | Lets MCP clients search, read, create, append, replace, move, and batch-update local Markdown notes safely, with conflict detection via SHA-256 and… | No signals yet | No one-command install · Source | |
| 224 | Unranked | llm-safe-sqlmcp · database | Enables LLMs to propose UPDATE/DELETE SQL that is run in a transaction, measured, and rolled back, requiring human approval before applying to prevent… | No signals yet | No one-command install · Source | |
| 225 | Unranked | vetroscope-mcpmcp · database | A read-only Model Context Protocol server for Vetroscope that provides LLMs with detailed time-tracking data, including reports, app/project… | No signals yet | No one-command install · Source | |
| 226 | Unranked | hrssc-elm-reference-mcp-servermcp · database | Enables offline semantic-search retrieval from the USPS Employee and Labor Relations Manual and the 2024-2029 APWU-HRSSC National Agreement, each as a… | No signals yet | No one-command install · Source | |
| 227 | Unranked | localmem-mcp-zhmcp · database | A fully local, offline Chinese-optimized MCP memory server using SQLite and local embeddings, enabling MCP clients to store, semantically search… | No signals yet | No one-command install · Source | |
| 228 | Unranked | enterprise-big-data-copilotmcp · database | Enables natural-language queries on Trino big data platforms, generating validated, schema-aware SQL via RAG and local LLM inference, and exposes… | No signals yet | No one-command install · Source | |
| 229 | Unranked | kiro-recallmcp · database | A local MCP memory server for Kiro CLI that provides persistent semantic memory across sessions using SQLite for storage, Ollama for local vector… | No signals yet | No one-command install · Source | |
| 230 | Unranked | mcp-powered-video-ragmcp · database | Enables asking natural language questions about local videos, using Whisper transcription, ChromaDB vector storage, and Groq for timestamped answers… | No signals yet | No one-command install · Source | |
| 231 | Unranked | metamind-vault-ragmcp · database | MCP server for hybrid retrieval over markdown vaults, combining sqlite-vec embeddings and FTS5 keywords with reciprocal rank fusion, plus optional… | No signals yet | No one-command install · Source | |
| 232 | Unranked | rag-config-generator-mcpmcp · database | Generates RAG pipeline configurations from natural language descriptions, providing recommendations for chunking, embeddings, and vector stores. | No signals yet | No one-command install · Source | |
| 233 | Unranked | sec-filings-vector-databasemcp · database | Turn SEC EDGAR filings into a searchable vector database, enabling natural language queries over company filings through Claude Desktop. | No signals yet | No one-command install · Source | |
| 234 | Unranked | mcp-pdf-to-pgvectormcp · database | MCP server that ingests PDF documents into pgvector for semantic search and RAG pipelines. It handles extraction, chunking, local embeddings, and… | No signals yet | No one-command install · Source | |
| 235 | Unranked | mcp-rag-webmcp · database | MCP server for semantic search over PDF documents using RAG, pgvector, and OpenAI embeddings. Includes a web app for document upload and management. | No signals yet | No one-command install · Source | |
| 236 | Unranked | rag-langgraph-mcp-servermcp · database | Exposes a RAG agent built with LangGraph, enabling retrieval-augmented question answering over a PostgreSQL/pgvector corpus via the MCP protocol. | No signals yet | No one-command install · Source | |
| 237 | Unranked | psql-mcpmcp · database | A hardened, read-only Postgres MCP server that enables LLMs to safely query databases without write, DDL, shell, or credential exposure. | No signals yet | No one-command install · Source | |
| 238 | Unranked | warehouse-mcp-servermcp · database | An MCP server that provides safe, read-only access to a PostgreSQL warehouse, enabling schema introspection, guarded SQL queries, and truncated result… | No signals yet | No one-command install · Source | |
| 239 | Unranked | context-index-mcpmcp · database | A lightweight MCP server that maps keywords to file paths instantly using a JSON index, enabling fast context retrieval for AI agents without… | No signals yet | No one-command install · Source | |
| 240 | Unranked | omni-memorymcp · database | A fully-local AI memory system that saves notes, code, and terminal output to a vector database via Ollama and LanceDB, enabling context retrieval… | No signals yet | No one-command install · Source | |
| 241 | Unranked | skillsearch-mcpmcp · database | Semantic skill-library search MCP server that finds relevant skills or Markdown knowledge files from local directories using embeddings, SQLite vector… | No signals yet | No one-command install · Source | |
| 242 | Unranked | gengomcpmcp · database | An MCP server that enables searching and retrieving ACL NLP conference papers from a Qdrant vector database using semantic search and structured… | No signals yet | No one-command install · Source | |
| 243 | Unranked | metabo-idmappermcp · database | Converts messy metabolite names into standard database identifiers (KEGG, HMDB, ChEBI, PubChem, InChIKey) and performs crosswalking to Mouse-GEM for… | No signals yet | No one-command install · Source | |
| 244 | Unranked | meaningspace-mcpmcp · database | Free, deterministic, theory-traceable computational-creativity framework that generates, develops, contrasts, evaluates, and synthesizes structured… | No signals yet | No one-command install · Source | |
| 245 | Unranked | icrisat-data-hub-mcp-servermcp · database | Enables LLMs to search, preview, and query data assets from ICRISAT's federation-first data hub, supporting CSV, Excel, and Word files with SQL access… | No signals yet | No one-command install · Source | |
| 246 | Unranked | home-credit-mcpmcp · database | MCP server that lets any LLM client query the Home Credit Default Risk SQLite database (307,511 loan applications) through 7 read-only tools, 4… | No signals yet | No one-command install · Source | |
| 247 | Unranked | nl-to-sql-mcpmcp · database | MCP server enabling natural-language querying of SQLite databases via schema discovery, GraphRAG retrieval, and safely guarded read-only SQL… | No signals yet | No one-command install · Source | |
| 248 | Unranked | sint-memorymcp · database | Structured agent memory system with hash-chain provenance, temporal decay, drift detection, provenance archaeology, vector embeddings, and git… | No signals yet | No one-command install · Source | |
| 249 | Unranked | ltm-mcp-servermcp · database | Enables MCP-capable AI to perform read-only semantic search over a local document corpus stored in Postgres with pgvector, using mxbai-embed-large… | No signals yet | No one-command install · Source | |
| 250 | Unranked | wiki-rag-mcpmcp · database | Enables searching enterprise wiki content via vector embeddings, using Qdrant for storage and FastMCP for SSE-based tool exposure. | No signals yet | No one-command install · Source | |
| 251 | Unranked | datapilot-ai-mcp-servermcp · database | Enables natural language data analysis on uploaded CSV files by converting them to SQLite and exposing read-only database tools via MCP. Integrates… | No signals yet | No one-command install · Source | |
| 252 | Unranked | semdexmcp · database | A local MCP server that parses codebases into semantic chunks, indexes them in SQLite with vector embeddings, and exposes MCP tools for LLM agents to… | No signals yet | No one-command install · Source | |
| 253 | Unranked | champollion-sulcal-mcpmcp · database | Exposes each stage of the Champollion sulcal embedding pipeline as MCP tools, enabling agents to run, monitor, and debug the pipeline without manual… | No signals yet | No one-command install · Source | |
| 254 | Unranked | mcp-recallmcp · database | A self-hosted MCP memory server that gives AI assistants persistent, semantic memory by storing facts as vector embeddings locally, supporting… | No signals yet | No one-command install · Source | |
| 255 | Unranked | codelens-mcpmcp · database | A local MCP server that enables LLM clients like Claude to perform semantic code search and answer questions about a codebase using tree-sitter… | No signals yet | No one-command install · Source | |
| 256 | Unranked | corpus-search-mcpmcp · database | A local, private hybrid-search MCP server for searching markdown notes using BM25 + vector fusion with local embeddings via Ollama. | No signals yet | No one-command install · Source | |
| 257 | Unranked | scrapedatshi-mcpmcp · database | Enables Claude to scrape, crawl, extract data, and sync to vector databases using scrapedatshi's RAG pipeline, with support for multiple embedding and… | No signals yet | No one-command install · Source | |
| 258 | Unranked | scrapedatshi-mcp-2mcp · database | Enables Claude to scrape, crawl, extract data, and sync to vector databases using scrapedatshi's RAG pipeline, with support for multiple embedding and… | No signals yet | No one-command install · Source | |
| 259 | Unranked | mcp-server-pgvectormcp · database | An MCP server that gives LLM agents first-class access to pgvector-backed embedding tables in PostgreSQL: similarity search, hybrid (vector +… | No signals yet | No one-command install · Source | |
| 260 | Unranked | vectordb-mcpmcp · database | Local RAG system that ingests documents into a vector database using FAISS and SQLite, then enables Claude to search over them via MCP tools, all… | No signals yet | No one-command install · Source | |
| 261 | Unranked | hippocampus-mcpmcp · database | A personal memory MCP server that ingests AI agent conversation logs from multiple platforms into a searchable PostgreSQL+pgvector database, enabling… | No signals yet | No one-command install · Source | |
| 262 | Unranked | pg-sentinelmcp · database | A PostgreSQL MCP server with three independent safety layers that allows LLMs to explore and query databases safely via read-only SELECT operations… | No signals yet | No one-command install · Source | |
| 263 | Unranked | company-brain-mcpmcp · database | Enables AI agents to query and manage company knowledge from a Supabase GraphRAG store, including accounts, meetings, people, org hierarchy, product… | No signals yet | No one-command install · Source | |
| 264 | Unranked | cloakboxmcp · database | Let LLMs analyze sensitive data safely by querying a tokenized, join-preserving copy of the database, with fail-closed PII scanning and provable… | No signals yet | No one-command install · Source | |
| 265 | Unranked | enterprise-mcp-data-agentmcp · database | Enables secure, privacy-first SQL database interaction via natural language, using local LLM and PostgreSQL with dynamic tool-calling. | No signals yet | No one-command install · Source | |
| 266 | Unranked | tinyragmcp · database | Enables LLM agents to access a private knowledge base through MCP by automatically chunking and indexing .txt documents, with zero configuration and… | No signals yet | No one-command install · Source | |
| 267 | Unranked | worktrace-mcpmcp · database | A local MCP server that helps AI agents recover missing historical developer context by capturing and indexing screenshots with OCR and embeddings… | No signals yet | No one-command install · Source | |
| 268 | Unranked | stock-rag-mcpmcp · database | Enables RAG-based querying of local stock company data using a local LLM and vector database, providing tools to ask questions, search raw chunks, and… | No signals yet | No one-command install · Source | |
| 269 | Unranked | fleet-mcp-servermcp · database | Enables semantic search, recommendations, and similar crate lookups for Rust crates via vector embeddings. | No signals yet | No one-command install · Source | |
| 270 | Unranked | mcp-servemcp · database | Enables natural language management of clients and products via a chat interface, using Gemini LLM and MCP to interact with a SQLite database. | No signals yet | No one-command install · Source | |
| 271 | Unranked | skill-router-mcpmcp · database | Routes SKILL.md libraries to any MCP client, enabling task matching and skill loading with embedding-based scoring, keyword fallback, and… | No signals yet | No one-command install · Source | |
| 272 | Unranked | mcp-database-assistantmcp · database | Connects a local LLM (Ollama) to a SQLite database via the Model Context Protocol, enabling natural language queries and controlled read/write… | No signals yet | No one-command install · Source | |
| 273 | Unranked | sqlite-rag-mcpmcp · database | Offline RAG MCP server that indexes documents into SQLite with hybrid vector and lexical search, and enables natural language queries via Claude. | No signals yet | No one-command install · Source | |
| 274 | Unranked | confluence-rag-mcpmcp · database | Retrieves indexed Confluence pages via semantic search, returning chunks, citations, and page bundles; stores embeddings in local SQLite with… | No signals yet | No one-command install · Source | |
| 275 | Unranked | mcp-price-scoutmcp · database | Enables scraping LLM inference pricing from websites like Cloudrift, DeepInfra, Fireworks, and Groq, storing results in SQLite for cost comparison. | No signals yet | No one-command install · Source | |
| 276 | Unranked | local-recall-mcpmcp · database | Provides fully local long-term memory for AI agents by enabling semantic search over notes and session logs using Ollama embeddings, with no external… | No signals yet | No one-command install · Source | |
| 277 | Unranked | harness-health-engineeringmcp · database | Enables querying a local health knowledge base with hybrid RAG (vector + FTS5) and exploring backlinks between notes. | No signals yet | No one-command install · Source | |
| 278 | Unranked | qdrant-search-mcpmcp · database | An MCP server for semantic code search using Qdrant vector database, enabling natural language queries to find relevant code snippets across indexed… | No signals yet | No one-command install · Source | |
| 279 | Unranked | canary-mcpmcp · database | A visual canary that detects context rot and silent model degradation in long agent conversations by embedding externally verified checkpoints and… | No signals yet | No one-command install · Source | |
| 280 | Unranked | dify-cloud-mcp-servermcp · database | Exposes a SQLite database as MCP tools for Dify Cloud, ensuring LLM responses are based on real database records rather than generated data. | No signals yet | No one-command install · Source | |
| 281 | Unranked | link-finder-mcpmcp · database | Find backlink opportunities, analyze competitors, discover similar domains with AI embeddings, and manage prospecting projects directly from any MCP… | No signals yet | No one-command install · Source | |
| 282 | Unranked | empresa-brainmcp · database | Enables Claude to query and store private company notes through a MCP connector, using local embeddings and Groq/Claude for reasoning. | No signals yet | No one-command install · Source | |
| 283 | Unranked | auth0-user-monitor-mcp-servermcp · database | Enables monitoring Auth0 users by collecting summaries, storing reports in SQLite, and auto-blocking suspicious admins, all through MCP tools without… | No signals yet | No one-command install · Source | |
| 284 | Unranked | mcp-sqlite-chatmcp · database | Enables querying and managing a SQLite database using natural language, with an MCP server and Groq LLM. | No signals yet | No one-command install · Source | |
| 285 | Unranked | llm-pricing-scraper-mcp-servermcp · database | Enables scraping and comparison of LLM inference pricing from multiple providers like Cloudrift, DeepInfra, Fireworks, and Groq, storing results in a… | No signals yet | No one-command install · Source | |
| 286 | Unranked | wandering-rag-mcpmcp · database | A local RAG knowledge base MCP server that exposes semantic document search as tools using zvec for vector storage and Qwen3-Embedding for text… | No signals yet | No one-command install · Source | |
| 287 | Unranked | whatsapp-mcp-server-3mcp · database | Enables LLM clients to read and search your own WhatsApp messages stored in a local SQLite database, captured live via a linked device. | No signals yet | No one-command install · Source | |
| 288 | Unranked | second-brainmcp · database | Persistent, semantically-searchable memory for AI agents using local PostgreSQL, pgvector, and Ollama embeddings, exposed via MCP with hybrid… | No signals yet | No one-command install · Source | |
| 289 | Unranked | notes-rag-mcpmcp · database | A Python MCP server for note management with RAG capabilities, enabling adding, searching, asking questions, summarizing, and deleting notes, using… | No signals yet | No one-command install · Source | |
| 290 | Unranked | moderngl-docs-mcpmcp · database | Enables hybrid keyword and semantic search over ModernGL documentation using FTS5 and vector embeddings, with a single search_docs tool. | No signals yet | No one-command install · Source | |
| 291 | Unranked | expenses-mcp-servermcp · database | Enables adding, listing, and summarizing expenses in a SQLite database via LLM agents over SSE. | No signals yet | No one-command install · Source | |
| 292 | Unranked | mem0-local-mcpmcp · database | A fully local, self-hosted memory server for MCP clients (Claude Code, Cursor, etc.) that provides persistent memory storage with semantic search… | No signals yet | No one-command install · Source | |
| 293 | Unranked | mcp-ollama-servermcp · database | Enables natural language database queries by combining Ollama's language models with SQLite database access through an MCP server. | No signals yet | No one-command install · Source | |
| 294 | Unranked | mcp-qrantmcp · database | Provides a unified interface for storing and querying vector databases, currently supporting Qdrant with self-embedding and semantic search. | No signals yet | No one-command install · Source | |
| 295 | Unranked | confluence-vectorless-ragmcp · database | Enables querying Confluence documents through agentic reasoning over hierarchical document trees, replacing vector similarity with structural… | No signals yet | No one-command install · Source | |
| 296 | Unranked | mxhero-mail2cloud-advanced-gomcp · database | Integrates with mxHERO's Mail2Cloud Advanced service to search across massive multi-account email repositories using vector database technology… | No signals yet | No one-command install · Source | |
| 297 | Unranked | meeting-notes-mcp-servermcp · database | A self-hosted MCP server for storing, searching, and querying meeting notes with semantic search and RAG capabilities using SQLite + OpenRouter. | No signals yet | No one-command install · Source | |
| 298 | Unranked | mcp-recall-mdmcp · database | Enables semantic search over local markdown note collections using vector embeddings, with real-time file watching and zero-config setup. | No signals yet | No one-command install · Source | |
| 299 | Unranked | mcp-db-explorermcp · database | A Model Context Protocol (MCP) server that exposes tools for exploring and querying SQLite and PostgreSQL databases. It allows Large Language Models… | No signals yet | No one-command install · Source | |
| 300 | Unranked | support-ticket-mcpmcp · database | Enables natural language querying and semantic search over a bilingual customer support ticket dataset using SQL and embeddings. | No signals yet | 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.