"Using a search API to retrieve ready-made LLM training data from a single query argument" matching MCP servers:

• 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

  24

  MIT

• CHOFF-A-MCP (Anamnesis)

  dd-dent

  A

  license

  -

  quality

  C

  maintenance

  Enables AI consciousness continuity and self-knowledge preservation across sessions using the Cognitive Hoffman Compression Framework (CHOFF) notation. Provides tools to save checkpoints, retrieve relevant memories with intelligent search, and access semantic anchors for decisions, breakthroughs, and questions.

  Last updated 2025-07-03

  1

  MIT

• A-Share MCP Server

  24mlight

  A

  license

  C

  quality

  D

  maintenance

  A Model Context Protocol server focused on China's A-share stock market that provides data on stocks, financials, market indices, and macroeconomic indicators.

  Last updated 2025-12-25

  41

  646

  MIT

• Chainflip Broker as a Service

  CumpsD

  A

  license

  -

  quality

  C

  maintenance

  Cross-chain cryptocurrency swaps via Chainflip. Get quotes, execute swaps, and track progress. No API key required to get started.

  Last updated 2026-03-21

  10

  MIT

• No-as-a-Service (NoaaS)

  Koneisto

  A

  license

  -

  quality

  B

  maintenance

  Provides over 1,000 creative ways to decline requests across four categories (polite, humorous, professional, and creative). The MCP server wraps a REST API to help users craft professional rejections through natural language interactions.

  Last updated 2026-01-21

  31

  MIT

• A-MEM: Agentic Memory System

  tobs-code

  F

  license

  -

  quality

  C

  maintenance

  Provides an intelligent, graph-based memory system for LLM agents using the Zettelkasten principle, enabling automatic note construction, semantic linking, memory evolution, and autonomous graph maintenance with background optimization processes.

  Last updated 2026-02-03

  7

• A Share MCP

  24mlight

  A

  license

  C

  quality

  D

  maintenance

  A Model Context Protocol server providing tools for querying A-share stock market data, including historical prices, financial reports, market indices, and macroeconomic indicators.

  Last updated 2025-12-25

  41

  646

  MIT
• 

  EOSC Data Commons Searchofficial

  EOSC-Data-Commons

  A

  license

  -

  quality

  C

  maintenance

  Enables natural language search and discovery of open-access scientific datasets through the EOSC Data Commons OpenSearch service. Provides tools to search datasets and retrieve file metadata using LLM-assisted queries.

  Last updated 2026-05-22

  14

  MIT

• Agent Ready

  mlava

  A

  license

  A

  quality

  C

  maintenance

  Agent Ready is an AI agent readability scanner — point it at any public URL and get back a 0–100 score plus per-check remediation hints for every failing check. This package wraps the same engine that powers agent-ready.dev as an MCP server, so Claude Desktop, Claude Code, Cursor, Cline, VS Code, and Windsurf can run scans inline and explain the results.

  Last updated 2026-05-11

  2

  2

  MIT

• Strava Training MCP

  hxie-pallas

  A

  license

  -

  quality

  C

  maintenance

  Provides comprehensive access to Strava API for marathon training and race analysis, enabling language models to query athlete data, analyze training patterns, track performance metrics, monitor heart rate zones, and detect injury risks.

  Last updated 2025-12-13

  1

  MIT

• Qdrant Retrieve MCP Server

  gergelyszerovay

  A

  license

  -

  quality

  C

  maintenance

  Enables semantic search across multiple Qdrant vector database collections, supporting multi-query capability and providing semantically relevant document retrieval with configurable result counts.

  Last updated 2025-03-23

  46

  MIT

• LLM API Benchmark MCP Server

  Yoosu-L

  A

  license

  -

  quality

  -

  maintenance

  Enables benchmarking of Large Language Model APIs by measuring performance metrics such as generation throughput, prompt throughput, and Time To First Token (TTFT) with configurable concurrency levels and parameters.

  Last updated 2025-06-26

  1

• Data Query MCP Server

  cfy114514

  F

  license

  -

  quality

  C

  maintenance

  Enables querying and analyzing user, product, and order data with filtering capabilities and real-time statistics. Supports WebSocket connections to XiaoZhi AI platform with automatic reconnection.

  Last updated 2025-09-10

• LLM-Adviser-Mcp

  Daichi-Kudo

  A

  license

  A

  quality

  B

  maintenance

  Give your AI assistant real-time LLM/VLM knowledge. Pricing, benchmarks, and recommendations — updated every hour, not every training cycle.

  Last updated 2026-02-26

  4

  41

  MIT

• JSON Query MCP

  mgraczyk

  F

  license

  A

  quality

  C

  maintenance

  A Model Context Protocol server for querying large JSON files using JSONPath expressions, enabling LLMs to efficiently search and extract information from large JSON data.

  Last updated 2025-05-20

  3

  11

• dart-query

  standardbeagle

  A

  license

  B

  quality

  B

  maintenance

  An MCP server for Dart AI task management that enables bulk operations using DartQL selectors to minimize token usage and context rot. It provides tools for batch updates, task and document CRUD, and safe CSV imports with integrated dry-run capabilities.

  Last updated 2026-05-16

  25

  217

  MIT

• LLM MCP Bridge

  ramgeart

  F

  license

  B

  quality

  C

  maintenance

  Provides a universal bridge to interact with any OpenAI-compatible LLM API (local or cloud), enabling model testing, benchmarking, quality evaluation, and chat operations with performance metrics.

  Last updated 2025-12-06

  8

• mcp-llm

  sammcj

  A

  license

  B

  quality

  C

  maintenance

  An MCP server that provides LLMs access to other LLMs

  Last updated 2025-03-15

  4

  30

  78

  MIT

• llm-context

  cyberchitta

  A

  license

  B

  quality

  D

  maintenance

  Share code context with LLMs via MCP or clipboard

  Last updated 2026-05-17

  4

  300

  Apache 2.0

• Langflow Document Q&A Server

  GongRzhe

  A

  license

  C

  quality

  F

  maintenance

  Enables querying documents through a Langflow backend using natural language questions, providing an interface to interact with Langflow document Q\&A flows.

  Last updated 2025-04-16

  1

  15

  MIT