"A search for charts and data visualizations" matching MCP servers:

• mcp-for-docs

  shayonpal

  A

  license

  B

  quality

  F

  maintenance

  Automatically crawls documentation websites, converts them to organized markdown files, and generates condensed cheat sheets. Intelligently categorizes content into tools/APIs and provides local-first access to downloaded documentation.

  Last updated 2025-10-27

  3

  GPL 3.0

• Data Dictionary MCP

  jonahkeegan

  A

  license

  -

  quality

  D

  maintenance

  A Model Context Protocol (MCP) server that coordinates AI agents to transform database tables into Wikipedia-style data dictionaries.

  Last updated 2025-04-10

  5

  MIT

• search-papers

  Saidiibrahim

  A

  license

  -

  quality

  C

  maintenance

  Enables agents to search, analyze, and explore arXiv academic papers with advanced multi-field search, author lookup, category browsing, citation extraction, and bibliography export.

  Last updated 2025-10-01

  70

  Apache 2.0

• data-olympus MCP server

  knaisoma

  A

  license

  A

  quality

  B

  maintenance

  Provides a single-writer MCP server for a governance-grade knowledge base of markdown documents with version control and query capabilities.

  Last updated 2026-07-25

  12

  18

  17

  Apache 2.0

• Code Search MCP Server

  raintear94

  A

  license

  A

  quality

  D

  maintenance

  High-performance code understanding toolkit that enables batch reading of multiple files with dependency context, structural outline extraction with Java annotation awareness, and precise location of classes/methods across large codebases.

  Last updated 2025-12-30

  3

  11

  MIT

• Smart Search MCP

  adminhuan

  A

  license

  A

  quality

  C

  maintenance

  Provides 14 enhanced intelligent search tools for both international platforms (GitHub, StackOverflow, NPM, etc.) and Chinese platforms (CSDN, Juejin, WeChat docs, etc.). Each tool includes smart URL generation, search tips, and related suggestions for comprehensive technical research.

  Last updated 2025-10-03

  14

  54

  13

  MIT

• MCP Server for OSCAL

  awslabs

  A

  license

  A

  quality

  D

  maintenance

  Provides AI assistants with specialized tools to interact with NIST's Open Security Controls Assessment Language (OSCAL) framework. It enables agents to retrieve schemas, explore models, and generate valid OSCAL documentation for security compliance automation.

  Last updated 2026-06-23

  40

  48

  Apache 2.0

• yandex-wiki-search-mcp

  dlbolshov

  A

  license

  A

  quality

  A

  maintenance

  MCP server for Yandex Wiki with full-text search. Read and write pages, comments, attachments, and dynamic tables (grids); optional server-side read-only mode for agents. Docker-ready.

  Last updated 2026-07-27

  26

  1

  Apache 2.0

• Documentation Search MCP

  gemini2026

  A

  license

  C

  quality

  C

  maintenance

  A Model Context Protocol server that enables intelligent searching across documentation for 30+ programming libraries and frameworks, fetching relevant information from official sources.

  Last updated 2026-04-07

  23

  8

  MIT

• polish-data-protection-mcp

  Ansvar-Systems

  A

  license

  -

  quality

  F

  maintenance

  Enables querying Polish data protection regulations, decisions, and guidelines from the UODO directly from AI assistants.

  Last updated 2026-05-19

  Apache 2.0

• llmstxt-doc-search

  praveenc

  A

  license

  -

  quality

  A

  maintenance

  Live, ranked search across any number of llms.txt documentation sites - Strands, Kiro, the AWS guides, and whatever you add at runtime.

  Last updated 2026-07-14

  MIT

• Google AI Search MCP

  shariqriazz

  A

  license

  -

  quality

  D

  maintenance

  Provides AI-powered search and documentation tools using Google Vertex AI or Gemini API with real-time web search grounding, enabling technical queries, code analysis, documentation retrieval, and architecture recommendations to overcome LLM knowledge gaps.

  Last updated 2025-06-19

  4

  4

  MIT

• opensearch-docs-search

  tkykenmt

  A

  license

  -

  quality

  D

  maintenance

  Searches OpenSearch documentation, blogs, and community forums.

  Last updated 2026-02-13

  2

  MIT

• mcp-doc-search

  gituser5525

  A

  license

  -

  quality

  C

  maintenance

  Enables searching and retrieving documentation files from a local docs folder using a search tool and dynamic resource URIs.

  Last updated 2026-06-14

  MIT

• kingdee-search-server

  qiliang517

  F

  license

  -

  quality

  D

  maintenance

  搜索金蝶开发者社区知识库的 MCP 服务器，支持根据关键字检索并返回结果表格。

  Last updated 2025-11-14

• OpenAPI Search MCP Server

  Sheepion

  F

  license

  -

  quality

  D

  maintenance

  Enables AI assistants to load, parse, and query OpenAPI/Swagger documentation from URLs with intelligent search across endpoints, schemas, and authentication methods. Provides 10 specialized tools for comprehensive API exploration including path details, operation lookups, and multi-criteria search capabilities.

  Last updated 2025-10-16

  4

• MCP Servers for QA and Release

  1olegshev

  F

  license

  -

  quality

  D

  maintenance

  A collection of MCP servers for Slack, Jira, Confluence, and release coordination to automate QA workflows and daily release status reporting.

  Last updated 2026-02-12

• docs-search-engine

  wanyingng

  F

  license

  -

  quality

  D

  maintenance

  Enables searching documentation from GitHub repositories and web pages via MCP tools, with in-memory indexing and caching for fast retrieval.

  Last updated 2026-01-15

• Internal Documentation Search

  aklianeva

  F

  license

  A

  quality

  -

  maintenance

  Exposes an internal engineering knowledge base to AI assistants, allowing users to search and retrieve standards, runbooks, and architecture decisions. It supports RAG-enhanced search, document scraping, and specialized prompts for incident investigation and code reviews.

  Last updated 2026-03-11

  5

• 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