Leaderboard
Scored on public signals; components with none are listed as Unranked · Formula
Component
Domain
Vertical
| Rank | Score | Component | Description | Evidence | Last commit | Install |
|---|---|---|---|---|---|---|
| 1501 | Unranked | healthcare-opendata-mcpmcp · database | Provides SQL-queryable access to Taiwan's healthcare open data (NHI and Ministry of Health and Welfare procurement) via MCP tools, enabling natural… | No signals yet | No one-command install · Source | |
| 1502 | Unranked | secfeedmcp · database | Aggregates security intelligence feeds (vulnerabilities, news, threat intel) into a local SQLite database and provides MCP tools for AI agents to… | No signals yet | No one-command install · Source | |
| 1503 | Unranked | marketing-data-hubmcp · database | Enables querying and analyzing marketing data from Google Analytics 4, Search Console, YouTube, and optionally Google Ads and Meta Ads, stored in a… | No signals yet | No one-command install · Source | |
| 1504 | Unranked | intervals-mcp-2mcp · database | Enables local-first time tracking with timers and time entries stored in a SQLite database that sync to Intervals in the background, with local-only… | No signals yet | No one-command install · Source | |
| 1505 | Unranked | pg-guard-mcpmcp · database | Enables read-only PostgreSQL interaction through safe query execution, query planning, table and column inspection, and privilege checks, with… | No signals yet | No one-command install · Source | |
| 1506 | Unranked | sw-postgres-mcpmcp · database | Safe-write Postgres MCP server enabling secure read and write access to PostgreSQL databases with role-based separation and allowlist controls… | No signals yet | No one-command install · Source | |
| 1507 | Unranked | azure-sql-mcpmcp · database | Enables Azure SQL Database performance and administration through typed execution, query benchmarking, and managed DBA operations. | No signals yet | No one-command install · Source | |
| 1508 | Unranked | oracle-mcp-chatbotmcp · database | Enables AI chatbots to securely answer natural-language questions against Oracle databases by discovering metadata, generating and validating… | No signals yet | No one-command install · Source | |
| 1509 | Unranked | aggregator-mcpmcp · database | Aggregates personal data from multiple sources (Claude Code sessions, GitHub, Dropbox, etc.) into a searchable SQLite store and exposes query… | No signals yet | No one-command install · Source | |
| 1510 | Unranked | mcpbrainmcp · database | A local-first personal knowledge daemon that syncs Gmail, Drive, and Calendar into a SQLite store for search and context retrieval via Claude Desktop… | No signals yet | No one-command install · Source | |
| 1511 | 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 | |
| 1512 | Unranked | cv-buildermcp · database | Provides MCP tools for managing a CV as structured content, including a SQLite-backed snippet library with tools to list, create, update, and match… | No signals yet | No one-command install · Source | |
| 1513 | 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 | |
| 1514 | Unranked | geolocation-mcpmcp · database | Enables LLMs to query IP addresses against free MaxMind GeoLite2 geolocation databases. | No signals yet | No one-command install · Source | |
| 1515 | Unranked | sync-hubmcp · database | Centralizes verbatim local AI conversation history into a SQLite database and exposes it via an MCP server, enabling tools like Claude Code and Codex… | No signals yet | No one-command install · Source | |
| 1516 | 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 | |
| 1517 | Unranked | safeselectmcp · database | Provides fail-closed, read-only PostgreSQL and MongoDB access for AI agents via MCP, enabling structured data inspection and bounded queries without… | No signals yet | No one-command install · Source | |
| 1518 | Unranked | mysql-mcp-rsmcp · database | Lightweight Rust server providing read-only MySQL access with multi-database support and HTTP transport. | No signals yet | No one-command install · Source | |
| 1519 | Unranked | flight-mcpmcp · database | Enables natural-language search, booking, and management of simulated flights using a local SQLite database through Claude Desktop. | No signals yet | No one-command install · Source | |
| 1520 | Unranked | mcp-databricksmcp · database | Provides MCP tools to interact with Databricks SQL warehouses, enabling metadata discovery, table reading, and DDL operations. | No signals yet | No one-command install · Source | |
| 1521 | Unranked | pgops-mcpmcp · database | Enables AI agents to safely and audibly operate PostgreSQL databases and their Docker environments, offering schema inspection, guarded queries… | No signals yet | No one-command install · Source | |
| 1522 | Unranked | brainlehrmcp · database | A local MCP knowledge store that enforces provenance, flags missing citations, and measures retrieval quality, enabling natural language search and… | No signals yet | No one-command install · Source | |
| 1523 | Unranked | matrixmcp · database | A local, project-scoped requirement management MCP server that enables AI agents to manage tasks and requirements via SQLite. | No signals yet | No one-command install · Source | |
| 1524 | Unranked | codebase-context-mcpmcp · database | Static codebase analysis as MCP tools — give AI coding agents a map of your repo instead of letting them burn half their tokens rediscovering it file… | No signals yet | No one-command install · Source | |
| 1525 | 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 | |
| 1526 | Unranked | document-index-mcpmcp · database | Indexes local documents (PDF, Word, Markdown, text) into a SQLite database for AI agents to search and retrieve bounded, source-located passages. Runs… | No signals yet | No one-command install · Source | |
| 1527 | 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 | |
| 1528 | Unranked | agentradio-mcpmcp · database | A Python MCP server that provides AgentRadio primitives (create_thread, send_message, wait_for_mention) for agents across different workspaces to… | No signals yet | No one-command install · Source | |
| 1529 | Unranked | semantic-saga-mcpmcp · database | Enables agentic workflows to execute allow-listed side effects with automatic reverse-order compensation on failure, durable SQLite journaling, and… | No signals yet | No one-command install · Source | |
| 1530 | Unranked | nfl-analytics-mcpmcp · database | Enables natural-language querying of a local DuckDB warehouse of NFL play-by-play data, converting questions into SQL and returning results. | No signals yet | No one-command install · Source | |
| 1531 | Unranked | raw-sql-mcpmcp · database | Raw SQL MCP is a STDIO MCP server for executing raw SQL against SQL Server, SQLite, PostgreSQL, MySQL, and MariaDB. | No signals yet | No one-command install · Source | |
| 1532 | Unranked | vizier-yu-gi-oh-mcpmcp · database | MCP server for Yu-Gi-Oh! card data, providing cards, prices, banlists, rules, rulings, relations, and deck tools via a local SQLite database with… | No signals yet | No one-command install · Source | |
| 1533 | Unranked | queriamcp · database | Enables MCP clients to query Japanese open data (e-Stat, 国土数値情報, EDINET, 気象庁 etc.) from Queria using SQL. | No signals yet | No one-command install · Source | |
| 1534 | Unranked | w8s-astromcp · database | Astrological computation with natal charts, transits, aspects, composite and Davison charts via SQLite storage. | No signals yet | No one-command install · Source | |
| 1535 | 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 | |
| 1536 | Unranked | loseitmcp · database | MCP server that reads local SQLite database populated by a Playwright scraper to provide daily summary, food log, weight history, and water log from… | No signals yet | No one-command install · Source | |
| 1537 | Unranked | secure-rds-read-only-mcp-servermcp · database | Provides read-only access to PostgreSQL databases via MCP, enforcing least-privilege roles, row-level security, masked views, and SQL AST guardrails… | No signals yet | No one-command install · Source | |
| 1538 | 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 | |
| 1539 | Unranked | aimemmcp · database | A local-first MCP server that gives AI coding assistants persistent, project-scoped memory across sessions, storing facts and decisions in a SQLite… | No signals yet | No one-command install · Source | |
| 1540 | Unranked | seedfast-mcp-servermcp · database | MCP server for Seedfast, which fills PostgreSQL databases with realistic, relationally valid test data generated from live schema, providing tools for… | No signals yet | No one-command install · Source | |
| 1541 | Unranked | zhenyun-pangun-mcpmcp · database | Enables querying logs across Loki/SLS, querying databases via Archery, accessing Choerodon project collaboration tools, and searching local code… | No signals yet | No one-command install · Source | |
| 1542 | Unranked | symfony-agent-mcpmcp · database | Enables AI assistants to perform read-only introspection of Symfony applications, exposing routes, controllers, services, entities, database schema… | No signals yet | No one-command install · Source | |
| 1543 | Unranked | visualizer-mcpmcp · database | MCP server that archives Decent DE1 espresso shots from Visualizer.coffee into SQLite and provides analysis tools for shots, beans, and profiles via… | No signals yet | No one-command install · Source | |
| 1544 | Unranked | hardline-mcpmcp · database | Enables local AI coding agents to message each other on one machine using a durable SQLite mailbox and live-ask tools. | No signals yet | No one-command install · Source | |
| 1545 | Unranked | kasb-accounting-mcpmcp · database | Enables searching and retrieving Korean accounting standards (K-IFRS, general corporate accounting standards) and Q&A summaries from the Korea… | No signals yet | No one-command install · Source | |
| 1546 | Unranked | mpt-sc-certid-o-negativa-de-feitosmcp · database | Enables querying the official MPT SC (Brazilian Labor Prosecution Office of Santa Catarina) negative case certificate (Certidão Negativa de Feitos)… | No signals yet | No one-command install · Source | |
| 1547 | Unranked | cvm-participantemcp · database | Provides a single read-only MCP tool to query the official Brazilian SEC (CVM) database on registered participants, hosted with prepaid per-query… | No signals yet | No one-command install · Source | |
| 1548 | Unranked | conselho-regional-de-odontologia-rs-cadastromcp · database | Enables querying the Regional Dental Council of Rio Grande do Sul (Brazil) professional registration database through a read-only MCP tool. Works with… | No signals yet | No one-command install · Source | |
| 1549 | Unranked | crunchtools-feed-readermcp · database | RSS and Atom feed reader with SQLite backend, full-text search, OPML import/export, and category management. | No signals yet | No one-command install · Source | |
| 1550 | Unranked | alpha-librarymcp · database | MCP server for searching and retrieving trading knowledge from a centralized SQLite library of book summaries, strategies, and document chunks. | No signals yet | No one-command install · Source | |
| 1551 | Unranked | librechat-mnemonicmcp · database | Enables automatic, project-scoped long-term memory for LibreChat conversations by recalling relevant memories before each turn and writing durable… | No signals yet | No one-command install · Source | |
| 1552 | Unranked | screaming-frog-mcpmcp · database | Enables AI agents to analyze Screaming Frog SEO Spider crawl files directly, offering SEO audits, issue summaries, custom SQL queries, and comparisons… | No signals yet | No one-command install · Source | |
| 1553 | Unranked | pgtriagemcp · database | Read-only PostgreSQL performance auditing via MCP. Collects metrics from PostgreSQL system views, applies deterministic checks for index, query… | No signals yet | No one-command install · Source | |
| 1554 | Unranked | sipap-data-mcpmcp · database | Provides read-only access to sports data, odds intelligence, and historical stats via 10 MCP tools, with fast response times through Redis caching. | No signals yet | No one-command install · Source | |
| 1555 | Unranked | csoai-org-database-universal-mcpmcp · database | Universal database connectivity and query tools for multiple database systems. | No signals yet | No one-command install · Source | |
| 1556 | 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 | |
| 1557 | 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 | |
| 1558 | Unranked | vector-knowledge-graph-mcpmcp · database | Enables building and querying vector-based knowledge graphs with node and edge management and semantic search. | No signals yet | No one-command install · Source | |
| 1559 | 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 | |
| 1560 | Unranked | agent-crmmcp · database | Enables AI agents to manage CRM data including companies, contacts, prospects, pipelines, forecasts, and tasks via typed MCP tools, with local SQLite… | No signals yet | No one-command install · Source | |
| 1561 | Unranked | business-card-mcpmcp · database | AI-native, self-hostable private business card database for ChatGPT using Remote MCP with Firebase authentication and Cloudflare storage. | No signals yet | No one-command install · Source | |
| 1562 | Unranked | biz-db-mcpmcp · database | Enables agents to interact with MySQL databases securely, supporting multi-database read-only queries, protected DML writes, and streaming exports to… | No signals yet | No one-command install · Source | |
| 1563 | Unranked | zwift-mcpmcp · database | Exposes Zwift training history stored in a local SQLite database to MCP clients and a REST API, enabling queries for activities, power curves, race… | No signals yet | No one-command install · Source | |
| 1564 | Unranked | garmin-athletics-mcpmcp · database | A private, read-only MCP server that gives local Codex and Claude Desktop sessions access to athletics and wellness data from a Garmin Forerunner 55… | No signals yet | No one-command install · Source | |
| 1565 | Unranked | fusional-recallmcp · database | MCP server for semantic search over a solved-issues engineering knowledge base. Built on FastMCP with sqlite-vec and sentence-transformers; exposes… | No signals yet | No one-command install · Source | |
| 1566 | 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 | |
| 1567 | Unranked | substack-insights-mcpmcp · database | A credential-free MCP server that turns a Substack publication's public RSS archive and official analytics snapshots into a durable, queryable local… | No signals yet | No one-command install · Source | |
| 1568 | Unranked | pc2e-pii-shieldmcp · database | MCP server for secure read-only PostgreSQL queries with automatic PII masking, pseudonymization, and strict SQL guards to enforce data privacy… | No signals yet | No one-command install · Source | |
| 1569 | Unranked | feature-tracker-mcpmcp · database | Enables coordinating multiple AI coding sessions by tracking features, decisions, and approval gates in a per-project Postgres database, with atomic… | No signals yet | No one-command install · Source | |
| 1570 | Unranked | engraphymcp · database | Enables AI agents to maintain a self-hosted typed knowledge graph on Postgres and pgvector over MCP, with deduplicating writes, hybrid retrieval, and… | No signals yet | No one-command install · Source | |
| 1571 | Unranked | invoice-mcpmcp · database | MCP server that gives AI agents read access to subscription/SaaS invoice history, ingested from Gmail and stored in Postgres and MongoDB, with tools… | No signals yet | No one-command install · Source | |
| 1572 | Unranked | kb-gatewaymcp · database | HTTP MCP gateway enabling remote agents to query a learning corpus combining Pinecone vector search and Neo4j graph database through tools like… | No signals yet | No one-command install · Source | |
| 1573 | Unranked | mcptesismcp · database | Read-only MCP server exposing a fleet management PostgreSQL database via schema introspection and safe SELECT query tools, enabling natural language… | No signals yet | No one-command install · Source | |
| 1574 | Unranked | techstart-crm-mcp-servermcp · database | Enables natural language queries, CRUD operations, and analytics on a PostgreSQL database (Neon) via Claude, supporting customers, tickets, products… | No signals yet | No one-command install · Source | |
| 1575 | Unranked | affiliate-marketplace-mcpmcp · database | Enables AI agents to automate the full affiliate e-commerce workflow across Shopee and TikTok Shop, including product hunting, seller auditing, review… | No signals yet | No one-command install · Source | |
| 1576 | Unranked | mcp-wynncraftmcp · database | Enables querying Wynncraft MMORPG data including player stats, guilds, leaderboards, and item database lookups. | No signals yet | No one-command install · Source | |
| 1577 | Unranked | pipeworx-wynncraftmcp · database | Wynncraft MMO player profiles, guild data, leaderboards, and item database via the Pipeworx gateway. | No signals yet | No one-command install · Source | |
| 1578 | Unranked | mcp-wikipathwaysmcp · database | Enables AI agents to query the WikiPathways open community pathway database via natural language, part of the Pipeworx MCP gateway. | No signals yet | No one-command install · Source | |
| 1579 | Unranked | mcp-simbadmcp · database | Enables querying the SIMBAD astronomical database for object resolution, script execution, ADQL TAP queries, and cone searches using natural language. | No signals yet | No one-command install · Source | |
| 1580 | Unranked | pipeworx-simbadmcp · database | Queries the CDS SIMBAD astronomical object database of approximately 14 million objects. | No signals yet | No one-command install · Source | |
| 1581 | Unranked | mcp-scryfallmcp · database | Provides access to Magic: The Gathering card database, enabling listing of sets and expansions. | No signals yet | No one-command install · Source | |
| 1582 | Unranked | pipeworx-scb-semcp · database | Queries Statistics Sweden's PxWeb JSON-stat statistical database via MCP. | No signals yet | No one-command install · Source | |
| 1583 | Unranked | mcp-pubchemmcp · database | Provides access to the NIH PubChem chemistry compound database, enabling queries for compound synonyms and other data through natural language. | No signals yet | No one-command install · Source | |
| 1584 | Unranked | mcp-wgermcp · database | Enables interaction with the wger Workout Manager database to retrieve exercises, muscles, and equipment information. | No signals yet | No one-command install · Source | |
| 1585 | Unranked | pipeworx-io-pubchemmcp · database | PubChem NIH chemistry database for querying chemical compounds, biological activities, and molecular properties via Pipeworx. | No signals yet | No one-command install · Source | |
| 1586 | Unranked | pipeworx-viziermcp · database | Queries the CDS VizieR astronomical catalogue database with tens of thousands of catalogues. | No signals yet | No one-command install · Source | |
| 1587 | Unranked | mcp-pombasemcp · database | Enables AI agents to query the PomBase fission yeast model-organism database for genetic and molecular data through the Pipeworx MCP gateway. | No signals yet | No one-command install · Source | |
| 1588 | Unranked | pipeworx-usda-fdcmcp · database | Food nutrient data from the USDA Food Data Central database through Pipeworx's managed gateway. | No signals yet | No one-command install · Source | |
| 1589 | Unranked | mcp-phishtankmcp · database | Enables checking URLs against the PhishTank phishing database to identify malicious sites. | No signals yet | No one-command install · Source | |
| 1590 | Unranked | mcp-urlhausmcp · database | Wraps abuse.ch URLhaus malware URL database (free, no auth) – enables querying malware URLs via natural language through Pipeworx MCP gateway. | No signals yet | No one-command install · Source | |
| 1591 | Unranked | pipeworx-io-unpaywallmcp · database | Open-access scholarly paper lookups from the Unpaywall database via the Pipeworx gateway. | No signals yet | No one-command install · Source | |
| 1592 | Unranked | mcp-triviamcp · database | Wraps the Open Trivia Database to provide trivia categories and questions via MCP tools. | No signals yet | No one-command install · Source | |
| 1593 | Unranked | pipeworx-io-triviamcp · database | Trivia questions via the Open Trivia Database — fetch multiple-choice questions by category, difficulty, and type. | No signals yet | No one-command install · Source | |
| 1594 | Unranked | mcp-treflemcp · database | Enables querying a global plant database with over 1 million species, providing access to plant records and species search via natural language. | No signals yet | No one-command install · Source | |
| 1595 | Unranked | pipeworx-io-treflemcp · database | Trefle global plant database with over 1 million species for botanical lookups and plant identification via Pipeworx. | No signals yet | No one-command install · Source | |
| 1596 | Unranked | pipeworx-tmdbmcp · database | TMDB movie and TV database: search movies, TV shows, people, trending content, genres, and credits. | No signals yet | No one-command install · Source | |
| 1597 | Unranked | mcp-openfoodfactsmcp · database | Enables querying Open Food Facts product database by barcode, full-text search, category, brand, or country. | No signals yet | No one-command install · Source | |
| 1598 | Unranked | pipeworx-openfoodfactsmcp · database | Queries the Open Food Facts collaborative food product database via MCP. | No signals yet | No one-command install · Source | |
| 1599 | Unranked | mcp-theaudiodbmcp · database | Provides access to music metadata from TheAudioDB community database through MCP. | No signals yet | No one-command install · Source | |
| 1600 | Unranked | opencellidmcp · database | Provides access to the OpenCellID cell tower geolocation database for querying location data from cell towers. | 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.