"Finding documentation and APIs for a service and using it with LLMs" matching MCP servers:

• solve-it

  CKE-Proto

  A

  license

  -

  quality

  F

  maintenance

  MCP server that provides programmatic access to the SOLVE-IT digital forensics knowledge base, enabling LLMs to query, navigate, and search forensic techniques, weaknesses, mitigations, objectives, and citations.

  Last updated 2026-04-01

  1

  MIT

• SOLVE-IT MCP Server

  3soos3

  A

  license

  -

  quality

  B

  maintenance

  This MCP server wraps the SOLVE-IT digital forensics knowledge base, enabling LLMs to query techniques, weaknesses, mitigations, and their relationships through a set of MCP tools.

  Last updated 2026-07-09

  MIT

• public-apis-mcp-server

  online111111

  A

  license

  A

  quality

  C

  maintenance

  Enables access to 11 free public APIs including weather, country info, NASA data, dictionary, and more, with zero configuration and no API keys required.

  Last updated 2026-06-13

  12

  MIT

• Biomedical APIs MCP Server

  KrithikVishal

  F

  license

  B

  quality

  D

  maintenance

  Enables AI agents to query free biomedical and pharmaceutical APIs for clinical trials, drug data, molecular structures, adverse events, and research literature.

  Last updated 2026-03-26

  14

• a-share-mcp

  shouldnotappearcalm

  A

  license

  -

  quality

  F

  maintenance

  提供A股实时行情、历史K线、财务报表、技术指标等全方位数据查询的MCP服务器，支持盘中即时更新及批量查询。

  Last updated 2026-03-18

  19

  MIT

• Australian Institute of Health

  Bigred97

  A

  license

  A

  quality

  B

  maintenance

  MCP server for Australian Institute of Health and Welfare statistics — plain-English access to mortality, cancer, hospital, and health expenditure data via data.gov.au.

  Last updated 2026-05-25

  6

  MIT

• find-a-book-mcp

  Xiaochengzi2048

  A

  license

  A

  quality

  B

  maintenance

  An MCP server for searching and downloading books from Library Genesis, supporting EPUB, MOBI, PDF, and more through natural language queries.

  Last updated 2026-07-08

  2

  3

  340

  6

  MIT

• A-Share MCP Server

  firmmaple

  A

  license

  -

  quality

  D

  maintenance

  Provides comprehensive A-share (Chinese stock market) data including stock information, historical prices, financial reports, macroeconomic indicators, technical analysis, and valuation metrics through the free Baostock data source.

  Last updated 2025-07-17

  26

  MIT

• Edgar MCP Service

  brettvtcrowe

  -

  license

  -

  quality

  -

  maintenance

  Enables deep analysis of SEC EDGAR filings through universal company search, document content extraction, and advanced filing search capabilities. Provides AI-ready access to business descriptions, risk factors, financial statements, and full-text search across any public company's SEC documents.

  Last updated 2025-08-07

• Vibe Preprocessing and

  mudit14224

  F

  license

  -

  quality

  D

  maintenance

  Enables users to preprocess, analyze, and visualize CSV data through comprehensive tools for data manipulation, statistical analysis, and graph generation.

  Last updated 2025-04-20

  3

• a-stock-data-mcp

  droid-Q

  F

  license

  -

  quality

  C

  maintenance

  MCP server adapter that exposes A-share stock data tools, prompts, and resources via FastMCP, enabling querying of stocks, K-lines, financials, sectors, and market hot spots through natural language.

  Last updated 2026-06-29

• Omni Service Node

  Luckkyyy23

  F

  license

  -

  quality

  D

  maintenance

  56 pay-per-call MCP endpoints for AI agents. Market signals, macro economics, crypto/DeFi, geopolitical intelligence, SEC filings, GitHub velocity, sanctions screening. USDC on Base Mainnet via x402.

  Last updated 2026-04-07

• HPSILab - Quant Finance MCP

  haiyunsky

  A

  license

  A

  quality

  A

  maintenance

  Institutional-grade quantitative stock analysis and research signals for AI agents via the Model Context Protocol (MCP).

  Last updated 2026-07-24

  6

  9

  1

  MIT

• Real-time Stock MCP Service

  DannyWongIsAvailable

  A

  license

  A

  quality

  C

  maintenance

  Provides real-time stock market data and analysis from Chinese markets through 34 MCP tools, including K-line charts, technical indicators, fundamental analysis, financial metrics, and market insights without requiring authentication or API tokens.

  Last updated 2026-07-06

  34

  48

  MIT

• MCP CSV Analysis with Gemini

  falahgs

  F

  license

  B

  quality

  D

  maintenance

  An MCP server that enables advanced CSV analysis and data visualization using Google's Gemini AI and Plotly. It allows users to perform exploratory data analysis, generate interactive charts, and conduct complex reasoning on tabular data.

  Last updated 2025-04-12

  3

  2

• A股实时行情MCP服务器

  Llldmiao

  A

  license

  -

  quality

  C

  maintenance

  基于Model Context Protocol (MCP) 的A股实时行情查询服务器，支持查询A股实时价格、历史K线数据、财务信息及市场概况。

  Last updated 2025-09-24

  6

  MIT

• Precision astronomical

  scottchronicity

  A

  license

  -

  quality

  C

  maintenance

  A self-contained MCP server that gives AI agents the ability to calculate high-precision astronomical data. It provides tropical zodiac coordinates, planetary speeds, retrograde detection, and house cusps using the trusted Swiss Ephemeris engine. 100%

  Last updated 2026-03-27

  2

  AGPL 3.0

• Quick Data for Windows MCP

  Beaulewis1977

  A

  license

  -

  quality

  C

  maintenance

  A Windows-optimized server providing universal data analytics for JSON and CSV files through over 32 tools including schema discovery and interactive visualizations. It is specifically designed for seamless integration with Claude Desktop on Windows.

  Last updated 2025-06-16

  1

  MIT

• a-share-mcp

  kissjerryfan

  A

  license

  -

  quality

  D

  maintenance

  Enables users to query Chinese A-share stock data, including stock basics, historical prices, financial reports, and macroeconomic indicators.

  Last updated 2025-07-17

  1

  MIT

• M/M/1 and M/M/c Queue

  kiyoung8

  A

  license

  -

  quality

  D

  maintenance

  Enables simulation and analysis of M/M/1 and M/M/c queuing systems using SimPy, with tools for parameter validation, theoretical metric calculation, simulation execution, and comparison of separate vs pooled queue strategies.

  Last updated 2025-12-05

  MIT