Leaderboard
Scored on public signals; components with none are listed as Unranked · Formula
Component
Domain
Vertical
| Rank | Score | Component | Description | Evidence | Last commit | Install |
|---|---|---|---|---|---|---|
| 1801 | Unranked | sqlite-ro-mcpmcp · database | Enables read-only access to SQLite databases via MCP, with tools for browsing tables, schemas, and executing SELECT queries securely. | No signals yet | No one-command install · Source | |
| 1802 | Unranked | context-catalog-mcpmcp · database | Exposes schema, lineage, and data-quality trust signals from a SQLite-backed catalog as MCP tools, enabling AI agents to answer grounded questions… | No signals yet | No one-command install · Source | |
| 1803 | Unranked | ops-mcp-kitmcp · database | Enables AI assistants to query company logs, databases, caches, and config centers (e.g., Aliyun SLS, MySQL, Redis, Nacos) through local MCP servers… | No signals yet | No one-command install · Source | |
| 1804 | 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 | |
| 1805 | Unranked | sqlserver-mcp-servermcp · database | Enables AI assistants to connect to SQL Server databases and execute arbitrary SQL operations, including queries, updates, table management, and… | No signals yet | No one-command install · Source | |
| 1806 | Unranked | ftp-ssh-mcpmcp · database | MCP server for managing a remote host via FTP/FTPS/SFTP/SSH, offering file transfer, optional shell execution, and MySQL query tools. | No signals yet | No one-command install · Source | |
| 1807 | Unranked | mcp-db-gatewaymcp · database | Provides governed, read-only PostgreSQL access for AI agents via MCP. Enforces schema/table allowlists, query limits, and audit events. | No signals yet | No one-command install · Source | |
| 1808 | Unranked | context-modemcp · database | Context Mode is an MCP server that reduces context window waste by sandboxing data-heavy tools, tracking session state in SQLite, and promoting… | No signals yet | No one-command install · Source | |
| 1809 | Unranked | croissant-mcpmcp · database | MCP server that gives Claude programmatic access to a local En Croissant chess opening trainer, enabling conversational opening prep by reading its… | No signals yet | No one-command install · Source | |
| 1810 | Unranked | sales-dbmcp · database | Enables natural language querying of a sales SQLite database. Provides read-only SQL execution and database statistics tools, allowing AI to answer… | No signals yet | No one-command install · Source | |
| 1811 | Unranked | chat-sqlmcp · database | MCP server that enables natural-language SQL queries across multiple databases (ClickHouse, Teradata, PostgreSQL, MySQL, SQL Server, DB2, Oracle… | No signals yet | No one-command install · Source | |
| 1812 | Unranked | intern-task-tracker-mcp-servermcp · database | Enables managing daily work logs with tools for adding, listing, updating status, deleting, and summarizing tasks, using SQLite for persistent… | No signals yet | No one-command install · Source | |
| 1813 | Unranked | ai-sql-agent-mcp-servermcp · database | Lets AI clients ask natural-language questions about a SQL database with production-safe guardrails, schema grounding, and read-only enforcement. | No signals yet | No one-command install · Source | |
| 1814 | 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 | |
| 1815 | Unranked | research-oystermcp · database | MCP server for local, source-agnostic research, turning briefs into platform-specific searches and cited evidence dossiers with PostgreSQL storage and… | No signals yet | No one-command install · Source | |
| 1816 | Unranked | liyakat-mcpmcp · database | A Türk hukuk MCP sunucusu that enables searching and retrieving Turkish legal decisions (Yargıtay, Danıştay, etc.) with semantic search via NVIDIA… | No signals yet | No one-command install · Source | |
| 1817 | Unranked | racing-alpha-mcpmcp · database | GB & Irish horse racing signals for AI agents: per-runner AI scores, de-overrounded fair prices, draw-bias aggregates, trainer-jockey strike rates… | No signals yet | No one-command install · Source | |
| 1818 | Unranked | orangerailmcp · database | Generate an MCP server from your Prisma schema — typed per-model tools instead of execute_sql, destructive writes gated behind human approval, and an… | No signals yet | No one-command install · Source | |
| 1819 | Unranked | memsermcp · database | Provides MCP agents with persistent memory operations (store, recall, forget, consolidate, list) backed by Redis, Postgres, and pgvector, including… | No signals yet | No one-command install · Source | |
| 1820 | Unranked | edt-mcp-tool-description-optimizermcp · database | Optimizes EDT MCP tool descriptions by replacing verbose documentation with concise summaries stored in SQLite, reducing context usage while allowing… | No signals yet | No one-command install · Source | |
| 1821 | Unranked | trip-plannermcp · database | MCP server for creating day-by-day trip itineraries in SQLite, with a planner agent that uses a Tavily search scout via tool boundaries. Enforces… | No signals yet | No one-command install · Source | |
| 1822 | Unranked | mysqldbmcpmcp · database | Production-grade MySQL MCP server with multi-source YAML config, read-only default, supporting metadata inspection, querying, and optional modules via… | No signals yet | No one-command install · Source | |
| 1823 | Unranked | notes-krisyotam-mcpmcp · database | Provides access to public notes and bibliography from notes.krisyotam.com, with tools for searching, fetching, listing notes, tags, backlinks, and… | No signals yet | No one-command install · Source | |
| 1824 | Unranked | mysql-mcp-server-allmcp · database | A read-only MySQL MCP server supporting stdio, SSE, and Streamable HTTP transports, enabling secure querying and schema inspection of MySQL databases… | No signals yet | No one-command install · Source | |
| 1825 | Unranked | sql-analyst-agentmcp · database | Enables natural language querying of SQLite databases through a secure MCP server that writes, runs, and explains SQL with a three-layer read-only… | No signals yet | No one-command install · Source | |
| 1826 | Unranked | safe-postgres-mcpmcp · database | A zero-config, read-only PostgreSQL MCP server that enforces read-only access at the database level using READ ONLY transactions, allowing AI agents… | No signals yet | No one-command install · Source | |
| 1827 | Unranked | mcp-project-manager-labmcp · database | A project management MCP server that exposes create_task, list_tasks, and update_task tools backed by SQLite for task tracking. | No signals yet | No one-command install · Source | |
| 1828 | Unranked | simple-db-mcpmcp · database | A small Python MCP server for querying PostgreSQL and MySQL databases with read-only safety, featuring schema inspection, table description, and query… | No signals yet | No one-command install · Source | |
| 1829 | Unranked | postgres-query-mcpmcp · database | A read-only PostgreSQL MCP server that translates natural language queries into SQL, enforcing database routing, table/column whitelists, and safety… | No signals yet | No one-command install · Source | |
| 1830 | Unranked | instanodemcp · database | MCP server for InstaNode that lets AI agents provision ephemeral Postgres databases and webhook receivers instantly without signup. | No signals yet | No one-command install · Source | |
| 1831 | Unranked | instanode-mcpmcp · database | Enables AI coding agents to instantly provision ephemeral developer infrastructure like Postgres, Redis, MongoDB, and container deployments over… | No signals yet | No one-command install · Source | |
| 1832 | Unranked | orcha-mcpmcp · database | Provides a unified context layer for AI agents, enabling ranked search, file management, context bundles, database queries, and connected source… | No signals yet | No one-command install · Source | |
| 1833 | Unranked | aryanduntley-aifpmcp · database | Database-driven FP enforcement and project management. | No signals yet | No one-command install · Source | |
| 1834 | Unranked | ppdiarymcp · database | Enables AI-assisted diary management through natural language, allowing you to create, read, update, delete, and search diary entries stored locally… | No signals yet | No one-command install · Source | |
| 1835 | Unranked | signal-foundry-mcpmcp · database | MCP server for monitoring competitor pricing pages, scraping pricing data into SQLite, and answering plain-language questions about pricing plans via… | No signals yet | No one-command install · Source | |
| 1836 | Unranked | mcp-task-servermcp · database | A security-focused Model Context Protocol server for task management over stdio, backed by SQLite. It exposes tools to create, list, complete, delete… | No signals yet | No one-command install · Source | |
| 1837 | Unranked | duckdb-mcpmcp · database | Enables read-only SQL querying and exploration of data files (CSV, Parquet, JSON, Excel, etc.) via DuckDB, supporting local paths, globs, URLs, and S3… | No signals yet | No one-command install · Source | |
| 1838 | Unranked | local-first-mcp-server-that-indexes-a-codebase-into-sqlite-once-and-then-lets-aimcp · database | locidx | No signals yet | No one-command install · Source | |
| 1839 | Unranked | datummcp · database | Enables natural-language querying of SQLite databases through a governed semantic layer, with citations and typed abstention for PII or uncertified… | No signals yet | No one-command install · Source | |
| 1840 | Unranked | local-knowledge-basemcp · database | Provides cited retrieval over local-first knowledge sources (TXT, CSV, Google Sheets, Zoho Mail, MBOX) via SQLite FTS5, with tools for searching and… | No signals yet | No one-command install · Source | |
| 1841 | Unranked | kenotex-mcpmcp · database | MCP server that lets AI agents manage real todos, calendar events, and daily habits in the Kenotex planner app for Mac/iPhone via a local HTTP server… | No signals yet | No one-command install · Source | |
| 1842 | Unranked | agent-harness-lab-mcp-servermcp · database | Provides a guarded semantic layer for text-to-SQL, offering tools for schema discovery, semantic profiling, and query verification to enable safe and… | No signals yet | No one-command install · Source | |
| 1843 | Unranked | frontispicemcp · database | MCP server for local-first agent handoff: enables AI sessions to publish curated context, list/read updates, route handoffs to specialists, and… | No signals yet | No one-command install · Source | |
| 1844 | Unranked | parleymcp · database | A transport-agnostic MCP seam for messages, context sharing, and task hand-off between humans, chat bots, and coding agents. Supports multiple… | No signals yet | No one-command install · Source | |
| 1845 | Unranked | darumamcp · database | A lightweight, local-first MCP server and CLI that helps developers and AI coding agents store and retrieve lessons learned during development, using… | No signals yet | No one-command install · Source | |
| 1846 | Unranked | mcp-drawio-servermcp · database | Turns relational schemas into editable entity-relationship diagrams in draw.io, supporting live databases, SQL DDL, YAML/JSON specs, and existing… | No signals yet | No one-command install · Source | |
| 1847 | Unranked | notion-mcp-bridgemcp · database | Enables secure natural language querying of Notion CRM databases, allowing AI agents to retrieve client health, ARR, and deployment roadblocks through… | No signals yet | No one-command install · Source | |
| 1848 | Unranked | oradb-explorer-mcpmcp · database | Enables read-only exploration of Oracle databases through natural language, providing schema inspection and safe bounded SQL query execution. | No signals yet | No one-command install · Source | |
| 1849 | Unranked | interactive-database-analyst-via-mcpmcp · database | Enables natural-language querying of PostgreSQL databases with schema grounding and self-correcting error recovery. Provides a live audit trace and… | No signals yet | No one-command install · Source | |
| 1850 | Unranked | grantguard-mcpmcp · database | Enables auditing PostgreSQL role write privileges against a policy file, using read-only tools to explain, describe, and check permissions. | No signals yet | No one-command install · Source | |
| 1851 | Unranked | ai-sales-query-agent-mcp-servermcp · database | Enables natural-language sales queries against a SQLite database, generating and executing read-only SQL through a secure MCP server with table… | No signals yet | No one-command install · Source | |
| 1852 | Unranked | yad2-mcpmcp · database | Enables AI agents to search and retrieve Yad2 real estate listings (for rent or sale) using MCP tools, with data scraped via GitHub Actions and served… | No signals yet | No one-command install · Source | |
| 1853 | Unranked | data-quality-loopmcp · database | Enables autonomous data quality inspection and repair workflows. It scans DuckDB warehouses for anomalies, generates and verifies fixes in a dry-run… | No signals yet | No one-command install · Source | |
| 1854 | Unranked | goblin-mnymcp · database | A local MCP server that syncs New Zealand bank accounts from Akahu into a local SQLite cache, offering tools for transaction search, spending… | No signals yet | No one-command install · Source | |
| 1855 | Unranked | just-a-mysql-mcpmcp · database | Read-only MySQL MCP server that lets AI agents list tables, describe schemas, and run SELECT/SHOW/EXPLAIN queries with a row cap, bound to a single… | No signals yet | No one-command install · Source | |
| 1856 | Unranked | tapedeckmcp · database | Enables market-data analysis and quantitative research over a local Parquet lake with tools for bars, indicators, scans, backtests, and safe SQL… | No signals yet | No one-command install · Source | |
| 1857 | Unranked | cad-meu-dinheiromcp · database | Syncs bank data from Pluggy to Postgres and provides MCP tools to answer natural-language questions about spending, budgets, transactions, and… | No signals yet | No one-command install · Source | |
| 1858 | Unranked | local-mysql-mcp-servermcp · database | A TypeScript MCP server that provides secure, read-only access to a locally hosted MySQL database for AI-agent workflows, with configurable policies… | No signals yet | No one-command install · Source | |
| 1859 | Unranked | quantdb-mcpmcp · database | Read-only SQL MCP server for quantitative finance data (DuckDB) with stock quotes, financials, and historical K-lines, enabling cross-database JOIN… | No signals yet | No one-command install · Source | |
| 1860 | Unranked | fsnb-mcpmcp · database | Offline MCP server for querying Russian construction normative rates (FSNB-2022/GESN) via SQLite with full-text search. | No signals yet | No one-command install · Source | |
| 1861 | Unranked | pg-connection-pool-query-gatewaymcp · database | Enables agents to run SQL queries against PostgreSQL databases through MCP with connection pooling, tenant isolation, and read-only guardrails… | No signals yet | No one-command install · Source | |
| 1862 | Unranked | schematic-pdf-mcpmcp · database | Converts vector PDF circuit schematics into evidence-preserving SchematicIR JSON with tools to inspect, convert, and validate schematic PDFs. | No signals yet | No one-command install · Source | |
| 1863 | 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 | |
| 1864 | Unranked | construction-intelligence-mcpmcp · database | Read-only MCP server exposing the Construction Intelligence Platform's project discovery interface via search_projects and fetch_project tools… | No signals yet | No one-command install · Source | |
| 1865 | Unranked | mcp-queue-doctormcp · database | Diagnoses Postgres job queues (pg-boss, graphile-worker) to identify retry storms, stuck jobs, missed schedules, and other issues, providing… | No signals yet | No one-command install · Source | |
| 1866 | Unranked | project-manager-mcp-servermcp · database | Enables project management through natural language, allowing users to create, list, and update tasks with SQLite persistence, integrated with Claude… | No signals yet | No one-command install · Source | |
| 1867 | Unranked | cropgraphmcp · database | Garden planning MCP with a database of 1,000 crops, climate-aware planting schedules, and companion plant relationships. | No signals yet | No one-command install · Source | |
| 1868 | Unranked | br0ski777-code-sandboxmcp · database | Executes Python, JavaScript, and SQL code in an isolated sandbox environment and returns the output. | No signals yet | No one-command install · Source | |
| 1869 | Unranked | mcp-server-for-enterprise-db-toolsmcp · database | Enables Claude Desktop to securely query a SQLite HR database, providing tools to check leave balances and list pending approvals through natural… | No signals yet | No one-command install · Source | |
| 1870 | Unranked | dooor-os-mcpmcp · database | Exposes Dooor OS workspace capabilities to MCP-compatible AI clients, enabling natural language querying of data sources, app and deployment… | No signals yet | No one-command install · Source | |
| 1871 | 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 | |
| 1872 | Unranked | agent-task-list-mcp-servermcp · database | Provides a self-hosted shared work queue for AI agents via MCP, using a local SQLite database for task management. | No signals yet | No one-command install · Source | |
| 1873 | Unranked | employee-leave-manager-mcpmcp · database | Enables managing employee leave through natural language, including checking balances, applying for or canceling leave, and viewing history, with data… | No signals yet | No one-command install · Source | |
| 1874 | Unranked | mcp-server-wtfmcp · database | A flight recorder for Claude Code that captures tool calls and observations into a SQLite database, then classifies them into a distilled timeline for… | No signals yet | No one-command install · Source | |
| 1875 | Unranked | pgwarden-mcpmcp · database | A Postgres MCP server that enables AI agents to safely access production databases through deny-by-default YAML policies, PII masking, row limits, and… | No signals yet | No one-command install · Source | |
| 1876 | 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 | |
| 1877 | Unranked | dbms-mcpmcp · database | Enables read-only querying of multiple databases via JDBC, supporting Tibero, Oracle, PostgreSQL, MySQL, etc., through natural language. | No signals yet | No one-command install · Source | |
| 1878 | Unranked | channel-brainsmcp · database | Local MCP server that indexes public YouTube captions into a searchable SQLite FTS5 database, enabling timestamped search and transcript retrieval… | No signals yet | No one-command install · Source | |
| 1879 | Unranked | flip-database-mcpmcp · database | A standalone MCP server for querying a PropertyRadar flip-tracking Supabase database. It offers read-only tools for searching properties, retrieving… | No signals yet | No one-command install · Source | |
| 1880 | Unranked | agentcanvasmcp · database | Local-first visual workspace and MCP server for canvases built by people and agents, with a polished editor, extensions, and SQLite persistence. | No signals yet | No one-command install · Source | |
| 1881 | 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 | |
| 1882 | Unranked | credit-risk-copilotmcp · database | A natural-language interface to a credit risk database, with SQL guardrails that enforce read-only, allowlisted access to tables and columns. | No signals yet | No one-command install · Source | |
| 1883 | Unranked | mcp-server-playground-2mcp · database | An MCP server that demonstrates the Model Context Protocol using a mock SQLite database of an online store, offering tools for product search, sales… | No signals yet | No one-command install · Source | |
| 1884 | Unranked | markettwits-mcpmcp · database | Local SQLite archive and MCP search service for the Telegram channel @markettwits, enabling users to query asset-specific twits by instrument and time… | No signals yet | No one-command install · Source | |
| 1885 | Unranked | database-remote-mcpmcp · database | Enables remote database access (RDBMS and MongoDB) through MCP tools, supporting read/write queries, schema management, and more. | No signals yet | No one-command install · Source | |
| 1886 | Unranked | mssql-readonly-mcpmcp · database | Enables AI assistants to query Microsoft SQL Server safely through natural language, with an iron-clad read-only guarantee enforced at both database… | No signals yet | No one-command install · Source | |
| 1887 | Unranked | slcgmcp · database | Provides a read-only PostgreSQL MCP server with schema introspection. Enforces least-privilege database roles to prevent any writes, even from… | No signals yet | No one-command install · Source | |
| 1888 | 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 | |
| 1889 | Unranked | mysql-mcp-plusmcp · database | A local STDIO MCP server for MySQL with multi-datasource support, providing tools to list datasources, test connections, and execute SQL with… | No signals yet | No one-command install · Source | |
| 1890 | Unranked | db-introspector-mcpmcp · database | MCP server for introspecting PostgreSQL databases, providing tools to list tables, describe schemas, foreign keys, and generate DOT ER diagrams. | No signals yet | No one-command install · Source | |
| 1891 | Unranked | postgres-mcp-server-3mcp · database | A read-only MCP server for querying PostgreSQL databases. It exposes a tool that runs SELECT queries and returns results to the agent. | No signals yet | No one-command install · Source | |
| 1892 | Unranked | sap-hana-mcp-servermcp · database | MCP server enabling AI agents to explore SAP HANA schemas, execute SQL with guardrails, and access database metadata, monitoring, and business domain… | No signals yet | No one-command install · Source | |
| 1893 | Unranked | atlas-mcp-doc-searchmcp · database | Enables hybrid document search (BM25 + vector) with Reciprocal Rank Fusion over the Atlas corpus, returning ranked chunks from documents. | No signals yet | No one-command install · Source | |
| 1894 | Unranked | postgres-mcp-server-4mcp · database | MCP server for PostgreSQL that enables safe read-only database queries, table schema inspection, and query execution planning. | No signals yet | No one-command install · Source | |
| 1895 | Unranked | plantoolmcp · database | An MCP server that interviews users to capture project planning facts into SQLite and enforces mechanical gates to ensure structured progress. | No signals yet | No one-command install · Source | |
| 1896 | Unranked | cs-ai-notion-mcpmcp · database | Provides full CRUD capabilities over Notion pages, databases, and content blocks, enabling natural language search, creation, and modification of… | No signals yet | No one-command install · Source | |
| 1897 | Unranked | theosis-mcpmcp · database | PostgreSQL-backed MCP server for deep Bible study, integrating 140+ translations, Greek/Hebrew lexicons, cross-references, and semantic search. | No signals yet | No one-command install · Source | |
| 1898 | Unranked | graph-xmcp · database | A knowledge graph MCP server that indexes your codebase into a local SQLite graph and provides tools for project mapping, file summaries, and impact… | No signals yet | No one-command install · Source | |
| 1899 | Unranked | pgdocs-mcpmcp · database | Provides fast, local, ranked search over PostgreSQL 18 and PostGIS 3.5 documentation via MCP, with no API keys or network calls at query time. | No signals yet | No one-command install · Source | |
| 1900 | Unranked | dbmcpmcp · database | Enables querying PostgreSQL databases via MCP, with multi-database routing, credential isolation, and truncated results plus full CSV export. | 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.