20 Best Documentation MCP Servers, Compared (November 2026)

The short answer

Which one, for your situation

Top MCP servers for Documentation

The ranking, with the evidence

• 1

  Context7 MCP

  Community favourite

  upstash/context7 ↗

  Best for: Installing documentation lookup for coding agents: it exposes two tools to resolve a library ID and query up-to-date, version-specific documentation and code examples.

  Context7 MCP exposes two tools: resolve-library-id maps a package or product name to a Context7-compatible library ID, and query-docs retrieves up-to-date, version-specific documentation and code examples for a programming library or framework. Before using query-docs, the caller must first run resolve-library-id to obtain a compatible library ID.

  Score 96.0: show every number behind it

  • Adoption100 / 100 · weight 40%
    • GitHub stars100
    • npm downloads100
    • Used through Glamanot measured
      not used through Glama in the last 30 days
  • Maintenance100 / 100 · weight 24%
    • Last commit touching this server100
    • Repository maintenance grade100
    • Commit cadence100
  • Momentum74 / 100 · weight 14%
    • Stars gained, relative to size66
    • Stars gained, absolute100
    • npm download trend55
  • Tool quality98 / 100 · weight 13%
    • Tool description quality90
    • Built and inspected by Glama100
  • Trust100 / 100 · weight 9%
    • License100
    • Published by the vendor it integratesnot measured
      not published by the vendor it integrates

  Weighted mean of the five

  96.0

  × relevance: the keyword is dedicated here

  1.00

  × continuity: actively changing

  1.00

  × evidence: widely adopted

  1.00

  Composite score

  96.0

• 2

  SAP Documentation MCP Server

  Community favourite

  marianfoo/mcp-sap-docs ↗

  Best for: Offline SAP developer documentation lookup: it exposes search and fetch plus ABAP feature, UI5 version, released-object, and BTP Discovery Center tools.

  It exposes nine tools for unified SAP documentation search and fetch, SAP Community search, ABAP feature-matrix checks, UI5 version diffs, released-object lookups, and BTP Discovery Center service lookups. The public hosted endpoint is read-only and needs no API key or login, but the MCP client must support streamable HTTP.

  Score 78.7: show every number behind it

  • Adoption63 / 100 · weight 40%
    • GitHub stars60
    • npm downloadsnot measured
      no npm package
    • Used through Glama21
  • Maintenance100 / 100 · weight 24%
    • Last commit touching this server100
    • Repository maintenance grade100
    • Commit cadence100
  • Momentum59 / 100 · weight 14%
    • Stars gained, relative to size70
    • Stars gained, absolute44
    • npm download trendnot measured
      no download history for the selected registry
  • Tool quality93 / 100 · weight 13%
    • Tool description quality85
    • Built and inspected by Glama100
  • Trust100 / 100 · weight 9%
    • License100
    • Published by the vendor it integratesnot measured
      not published by the vendor it integrates

  Weighted mean of the five

  78.7

  × relevance: the keyword is dedicated here

  1.00

  × continuity: actively changing

  1.00

  × evidence: widely adopted

  1.00

  Composite score

  78.7

• 3

  repowise

  Community favourite

  repowise-dev/repowise ↗

  Best for: AI coding agents exploring an unfamiliar local repository: it provides ten MCP tools, including get_overview, get_answer, and get_change_risk, over a local index.

  Repowise exposes ten MCP tools over a local codebase index, covering repository orientation, evidence-grounded answers, change-risk review, code-health scoring, dead-code listing, and symbol or context lookup, and it documents a repowise serve command that runs the dashboard and MCP server. Before choosing it, note that the MCP server is started through repowise serve and requires Node 20+.

  Score 76.2: show every number behind it

  • Adoption100 / 100 · weight 40%
    • GitHub stars98
    • PyPI downloads78
    • Used through Glamanot measured
      not used through Glama in the last 30 days
  • Maintenance100 / 100 · weight 24%
    • Last commit touching this server100
    • Repository maintenance grade100
    • Commit cadence100
  • Momentum95 / 100 · weight 14%
    • Stars gained, relative to size100
    • Stars gained, absolute100
    • PyPI download trend80
  • Tool quality88 / 100 · weight 13%
    • Tool description quality80
    • Built and inspected by Glama100
  • Trust100 / 100 · weight 9%
    • License100
    • Published by the vendor it integratesnot measured
      not published by the vendor it integrates

  Weighted mean of the five

  97.7

  × relevance: the keyword is declared here

  0.78

  × continuity: actively changing

  1.00

  × evidence: widely adopted

  1.00

  Composite score

  76.2

• 4

  n8n-MCP

  Community favourite

  czlonkowski/n8n-mcp ↗

  Best for: Teams building n8n workflows who need node documentation and validation: it exposes 28 tools covering node lookup, validation, templates, and workflow CRUD.

  n8n-MCP exposes 28 tools that look up n8n node properties and operations, search and fetch workflow templates, validate node and workflow configuration, and create, update, test, and delete workflows through the n8n API. Tools that act on an instance require the n8n API URL and API key, while the agent tools and dynamic node-resource lookups additionally need a separate instance-level MCP access token from n8n's settings.

  Score 70.5: show every number behind it

  • Adoption100 / 100 · weight 40%
    • GitHub stars100
    • npm downloads100
    • Used through Glamanot measured
      not used through Glama in the last 30 days
  • Maintenance100 / 100 · weight 24%
    • Last commit touching this server100
    • Repository maintenance grade100
    • Commit cadence100
  • Momentum56 / 100 · weight 14%
    • Stars gained, relative to size38
    • Stars gained, absolute93
    • npm download trend44
  • Tool quality73 / 100 · weight 13%
    • Tool description quality65
    • Built and inspected by Glama100
  • Trust100 / 100 · weight 9%
    • License100
    • Published by the vendor it integratesnot measured
      not published by the vendor it integrates

  Weighted mean of the five

  90.4

  × relevance: the keyword is declared here

  0.78

  × continuity: actively changing

  1.00

  × evidence: widely adopted

  1.00

  Composite score

  70.5

• 5

  docs-mcp-server

  Community favourite

  arabold/docs-mcp-server ↗

  Best for: Developers targeting specific third-party library versions: it stores each version separately so searches target the version the project uses.

  It indexes documentation from websites, GitHub repositories, npm and PyPI packages, and local folders, stores each library version separately, and serves full-text search with optional vector search through an MCP endpoint, a CLI and a web UI. Vector search is optional and requires configuring an embedding provider, and documentation indexed without one must be rescraped with --replace after a provider is configured.

  Score 68.8: show every number behind it

  • Adoption87 / 100 · weight 40%
    • GitHub stars82
    • npm downloads34
      downloads show none of the weekday rhythm human traffic has; halved
    • Used through Glamanot measured
      not used through Glama in the last 30 days
  • Maintenance100 / 100 · weight 24%
    • Last commit touching this server100
    • Repository maintenance grade100
    • Commit cadence100
  • Momentum84 / 100 · weight 14%
    • Stars gained, relative to size81
    • Stars gained, absolute76
    • npm download trend100
  • Tool quality≈68 / 100 · weight 13%
    • Tool description quality≈68
      tool descriptions not yet scored
    • Built and inspected by Glamanot measured
      never built and inspected by Glama
  • Trust100 / 100 · weight 9%
    • License100
    • Published by the vendor it integratesnot measured
      not published by the vendor it integrates

  Weighted mean of the five

  88.2

  × relevance: the keyword is declared here

  0.78

  × continuity: actively changing

  1.00

  × evidence: widely adopted

  1.00

  Composite score

  68.8

• 6

  MCP Documentation Server

  Community favourite

  andrea9293/mcp-documentation-server ↗

  Best for: Offline semantic search over uploaded documents for AI coding agents: it uses local embeddings and offers MCP tools, a REST API, and a web dashboard.

  The README documents MCP tools for document management and hybrid search, along with a REST API and web dashboard. Its optional Gemini-powered search depends on a GEMINI_API_KEY, while local embedding search is documented to work without one.

  Score 67.5: show every number behind it

  • Adoption67 / 100 · weight 40%
    • GitHub stars63
    • npm downloads21
      downloads show none of the weekday rhythm human traffic has; halved
    • Used through Glamanot measured
      not used through Glama in the last 30 days
  • Maintenance81 / 100 · weight 24%
    • Last commit touching this server88
    • Repository maintenance grade100
    • Commit cadence40
  • Momentum25 / 100 · weight 14%
    • Stars gained, relative to size0
    • Stars gained, absolute0
    • npm download trend100
  • Tool quality≈68 / 100 · weight 13%
    • Tool description quality≈68
      tool descriptions not yet scored
    • Built and inspected by Glamanot measured
      never built and inspected by Glama
  • Trust100 / 100 · weight 9%
    • License100
    • Published by the vendor it integratesnot measured
      not published by the vendor it integrates

  Weighted mean of the five

  67.5

  × relevance: the keyword is dedicated here

  1.00

  × continuity: actively changing

  1.00

  × evidence: widely adopted

  1.00

  Composite score

  67.5

• 7

  GitHits

  Community favourite

  githits-com/githits-cli ↗

  Best for: Coding agents needing source-cited open-source evidence: it exposes search, grep, read, example, and package inspection tools through a local MCP server.

  GitHits runs a local MCP server from its CLI and documents tools for searching indexed package and repository source, reading exact files and documentation pages, finding source-cited examples, and inspecting package health, dependencies, vulnerabilities, changelogs, and upgrades. It requires running npx githits\@latest init and signing in before it configures supported coding tools; Cursor setup uses the hosted remote MCP rather than the local stdio MCP.

  Score 65.2: show every number behind it

  • Adoption78 / 100 · weight 40%
    • GitHub stars52
    • npm downloads71
    • Used through Glamanot measured
      not used through Glama in the last 30 days
  • Maintenance100 / 100 · weight 24%
    • Last commit touching this server100
    • Repository maintenance grade100
    • Commit cadence100
  • Momentum75 / 100 · weight 14%
    • Stars gained, relative to size90
    • Stars gained, absolute46
    • npm download trend81
  • Tool quality≈68 / 100 · weight 13%
    • Tool description quality≈68
      tool descriptions not yet scored
    • Built and inspected by Glamanot measured
      never built and inspected by Glama
  • Trust100 / 100 · weight 9%
    • License100
    • Published by the vendor it integrates100

  Weighted mean of the five

  83.6

  × relevance: the keyword is declared here

  0.78

  × continuity: actively changing

  1.00

  × evidence: widely adopted

  1.00

  Composite score

  65.2

• 8

  pg-aiguide

  Community favourite

  timescale/pg-aiguide ↗

  Best for: Teams using an MCP-capable coding agent for PostgreSQL work: it offers hosted semantic search over PostgreSQL, TimescaleDB, and PostGIS documentation plus installable agent skills.

  pg-aiguide documents a public MCP server for semantic search across PostgreSQL, TimescaleDB, and PostGIS documentation, along with agent skills and a Claude Code plugin. Its extension documentation starts with TimescaleDB, with more extensions described as coming soon.

  Score 63.9: show every number behind it

  • Adoption85 / 100 · weight 40%
    • GitHub stars82
    • npm downloads20
      downloads show none of the weekday rhythm human traffic has; halved
    • Used through Glamanot measured
      not used through Glama in the last 30 days
  • Maintenance92 / 100 · weight 24%
    • Last commit touching this server100
    • Repository maintenance grade80
    • Commit cadence85
  • Momentum58 / 100 · weight 14%
    • Stars gained, relative to size39
    • Stars gained, absolute52
    • npm download trend100
  • Tool quality≈68 / 100 · weight 13%
    • Tool description quality≈68
      tool descriptions not yet scored
    • Built and inspected by Glamanot measured
      never built and inspected by Glama
  • Trust100 / 100 · weight 9%
    • License100
    • Published by the vendor it integrates100

  Weighted mean of the five

  81.9

  × relevance: the keyword is declared here

  0.78

  × continuity: actively changing

  1.00

  × evidence: widely adopted

  1.00

  Composite score

  63.9

• 9

  sceneview-mcp

  Community favourite

  sceneview/sceneview ↗

  Best for: Building SceneView 3D or AR screens in Compose, SwiftUI or Kotlin/JS: it covers code generation, validation, Sketchfab model search and the SceneView API reference.

  The repository ships an mcp/ directory alongside an llms.txt file, both aimed at getting an assistant to write SceneView code for Android, iOS and web without the assistant consulting the SDK docs by hand. Its scope is SceneView itself rather than documentation work in general, and while the README badges an npm package for the server, no published package was found at publication, so installation has to come from the repository.

  Score 62.6: show every number behind it

  • Adoption78 / 100 · weight 40%
    • GitHub stars78
    • npm downloadsnot measured
      no npm package
    • Used through Glamanot measured
      not used through Glama in the last 30 days
  • Maintenance100 / 100 · weight 24%
    • Last commit touching this server100
    • Repository maintenance grade100
    • Commit cadence100
  • Momentum51 / 100 · weight 14%
    • Stars gained, relative to size49
    • Stars gained, absolute54
    • npm download trendnot measured
      no download history for the selected registry
  • Tool quality≈68 / 100 · weight 13%
    • Tool description quality≈68
      tool descriptions not yet scored
    • Built and inspected by Glamanot measured
      never built and inspected by Glama
  • Trust100 / 100 · weight 9%
    • License100
    • Published by the vendor it integrates100

  Weighted mean of the five

  80.3

  × relevance: the keyword is declared here

  0.78

  × continuity: actively changing

  1.00

  × evidence: widely adopted

  1.00

  Composite score

  62.6

• 10

  itasca-mcp

  Emerging

  yusong652/itasca-mcp ↗

  Best for: ITASCA PFC users who need an AI agent to look up commands and run or monitor simulations: it exposes documentation browse/search and execution/task tools.

  itasca-mcp is an MCP server exposing seven tools for browsing and searching ITASCA documentation and for executing, monitoring, listing, and interrupting ITASCA tasks, plus synchronous code execution in the engine process. The execution tools require an installed ITASCA engine and a bridge started inside it, while the documentation tools work without the bridge.

  Score 62.1: show every number behind it

  • Adoption59 / 100 · weight 40%
    • GitHub stars59
    • npm downloadsnot measured
      no npm package
    • Used through Glamanot measured
      not used through Glama in the last 30 days
  • Maintenance100 / 100 · weight 24%
    • Last commit touching this server100
    • Repository maintenance grade100
    • Commit cadence100
  • Momentum83 / 100 · weight 14%
    • Stars gained, relative to size100
    • Stars gained, absolute57
    • npm download trendnot measured
      no download history for the selected registry
  • Tool quality88 / 100 · weight 13%
    • Tool description quality80
    • Built and inspected by Glama100
  • Trust100 / 100 · weight 9%
    • License100
    • Published by the vendor it integratesnot measured
      not published by the vendor it integrates

  Weighted mean of the five

  79.6

  × relevance: the keyword is declared here

  0.78

  × continuity: actively changing

  1.00

  × evidence: widely adopted

  1.00

  Composite score

  62.1

• 11

  Lean LSP MCP

  Community favourite

  oOo0oOo/lean-lsp-mcp ↗

  Best for: Debugging and developing proofs in an existing Lean project: it exposes 22 LSP-backed tools for diagnostics, goal states, hover documentation, and theorem search.

  Lean LSP MCP runs a stdio MCP server via uvx that connects to a Lean project through lake serve, exposing 22 tools for build, diagnostics, goals, completions, code actions, hover information, references, proof profiling, and theorem search via local search, LeanSearch, Loogle, Lean Finder, and Lean Hammer. It assumes uv (or Nix) and a Lean toolchain with elan/lake, recommends running lake build before startup to avoid client timeouts, and recommends ripgrep for local search and source scanning.

  Score 62.1: show every number behind it

  • Adoption76 / 100 · weight 40%
    • GitHub stars68
    • PyPI downloads47
      PyPI downloads show no weekday rhythm; halved
    • Used through Glamanot measured
      not used through Glama in the last 30 days
  • Maintenance100 / 100 · weight 24%
    • Last commit touching this server100
    • Repository maintenance grade100
    • Commit cadence100
  • Momentum54 / 100 · weight 14%
    • Stars gained, relative to size81
    • Stars gained, absolute58
    • PyPI download trend0
  • Tool quality68 / 100 · weight 13%
    • Tool description quality60
    • Built and inspected by Glama100
  • Trust100 / 100 · weight 9%
    • License100
    • Published by the vendor it integratesnot measured
      not published by the vendor it integrates

  Weighted mean of the five

  79.6

  × relevance: the keyword is declared here

  0.78

  × continuity: actively changing

  1.00

  × evidence: widely adopted

  1.00

  Composite score

  62.1

• 12

  sosumi.ai

  Community favourite

  NSHipster/sosumi.ai ↗

  Best for: Consulting Apple Developer docs, HIG pages, or WWDC transcripts from an MCP client: fetchAppleDocumentation and fetchAppleVideoTranscript return Markdown.

  Sosumi.ai exposes MCP tools named searchAppleDocumentation, fetchAppleDocumentation, fetchAppleVideoTranscript, and fetchExternalDocumentation to return Apple documentation, HIG content, WWDC transcripts, and external Swift-DocC pages as structured results or Markdown. Its MCP endpoint requires a client that supports Streamable HTTP or SSE, or the documented npx mcp-remote stdio proxy.

  Score 61.2: show every number behind it

  • Adoption76 / 100 · weight 40%
    • GitHub stars67
    • npm downloads61
    • Used through Glamanot measured
      not used through Glama in the last 30 days
  • Maintenance97 / 100 · weight 24%
    • Last commit touching this server100
    • Repository maintenance grade100
    • Commit cadence85
  • Momentum49 / 100 · weight 14%
    • Stars gained, relative to size34
    • Stars gained, absolute29
    • npm download trend100
  • Tool quality≈68 / 100 · weight 13%
    • Tool description quality≈68
      tool descriptions not yet scored
    • Built and inspected by Glamanot measured
      never built and inspected by Glama
  • Trust100 / 100 · weight 9%
    • License100
    • Published by the vendor it integratesnot measured
      not published by the vendor it integrates

  Weighted mean of the five

  78.5

  × relevance: the keyword is declared here

  0.78

  × continuity: actively changing

  1.00

  × evidence: widely adopted

  1.00

  Composite score

  61.2

• 13

  football-docs

  Community favourite

  withqwerty/football-docs ↗

  Best for: Developers using AI coding tools to look up football data provider specifics: it provides searchable provider documentation and cross-provider comparisons.

  The server exposes 17 MCP tools for searching and retrieving football data provider documentation, resolving provider IDs, comparing providers, reading metric definitions, resolving entities via Reep, and searching or reading papers. Before choosing it, note that it requires Node.js 22.13 or newer and that entity resolution depends on a local Reep DuckDB copy or a hand-issued Reep API key.

  Score 59.1: show every number behind it

  • Adoption65 / 100 · weight 40%
    • GitHub stars58
    • npm downloads50
    • Used through Glamanot measured
      not used through Glama in the last 30 days
  • Maintenance100 / 100 · weight 24%
    • Last commit touching this server100
    • Repository maintenance grade100
    • Commit cadence100
  • Momentum38 / 100 · weight 14%
    • Stars gained, relative to size54
    • Stars gained, absolute34
    • npm download trend16
  • Tool quality88 / 100 · weight 13%
    • Tool description quality80
    • Built and inspected by Glama100
  • Trust100 / 100 · weight 9%
    • License100
    • Published by the vendor it integratesnot measured
      not published by the vendor it integrates

  Weighted mean of the five

  75.8

  × relevance: the keyword is declared here

  0.78

  × continuity: actively changing

  1.00

  × evidence: widely adopted

  1.00

  Composite score

  59.1

• 14

  @ui5/mcp-server

  Community favourite

  UI5/mcp-server ↗

  Best for: Building or fixing a UI5 application inside an agentic AI client: it scaffolds projects, fetches API references, and runs the UI5 linter and manifest validation.

  It exposes tools for scaffolding UI5 apps and integration cards, fetching UI5 API reference and guideline documentation, extracting project metadata, and running the UI5 linter and manifest schema validation, connecting over stdio via npx. Before adopting it, note that it requires Node.js v20.17.0 or v22.9.0 and higher, and that tools reaching out to domains are by default restricted to localhost and services.odata.org unless UI5_MCP_SERVER_ALLOWED_DOMAINS is widened.

  Score 56.0: show every number behind it

  • Adoption84 / 100 · weight 40%
    • GitHub stars51
    • npm downloads76
      downloads capped: not corroborated by repository audience
    • Used through Glamanot measured
      not used through Glama in the last 30 days
  • Maintenance100 / 100 · weight 24%
    • Last commit touching this server100
    • Repository maintenance grade100
    • Commit cadence100
  • Momentum66 / 100 · weight 14%
    • Stars gained, relative to size74
    • Stars gained, absolute39
    • npm download trend85
  • Tool quality≈68 / 100 · weight 13%
    • Tool description quality≈68
      tool descriptions not yet scored
    • Built and inspected by Glamanot measured
      never built and inspected by Glama
  • Trust100 / 100 · weight 9%
    • License100
    • Published by the vendor it integrates100

  Weighted mean of the five

  84.5

  × relevance: the keyword is declared here

  0.78

  × continuity: actively changing

  1.00

  × evidence: modest but real audience

  0.85

  Composite score

  56.0

• 15

  GitMCP

  Abandoned but popular

  idosal/git-mcp ↗

  Best for: Documentation access for a specific GitHub project: it provides a remote MCP URL scoped to that repository, with no local installation.

  GitMCP documents remote MCP endpoints for GitHub repositories and GitHub Pages sites, plus a generic gitmcp.io/docs endpoint, with configuration examples for Cursor, Claude Desktop, Windsurf, VSCode, and Cline. Before choosing it, note that Claude Desktop configuration uses npx mcp-remote, and the generic endpoint relies on the assistant to identify the target repository for each request.

  Score 55.9: show every number behind it

  • Adoption98 / 100 · weight 40%
    • GitHub stars98
    • npm downloadsnot measured
      npm names no repository for git-mcp, so its downloads cannot be attributed
    • Used through Glamanot measured
      not used through Glama in the last 30 days
  • Maintenance40 / 100 · weight 24%
    • Last commit touching this server68
    • Repository maintenance grade5
    • Commit cadence5
  • Momentum50 / 100 · weight 14%
    • Stars gained, relative to size34
    • Stars gained, absolute72
    • npm download trendnot measured
      no download history for the selected registry
  • Tool quality53 / 100 · weight 13%
    • Tool description quality45
    • Built and inspected by Glama100
  • Trust100 / 100 · weight 9%
    • License100
    • Published by the vendor it integratesnot measured
      not published by the vendor it integrates

  Weighted mean of the five

  71.7

  × relevance: the keyword is declared here

  0.78

  × continuity: actively changing

  1.00

  × evidence: widely adopted

  1.00

  Composite score

  55.9

• 16

  sanshu

  Community favourite

  yuaotian/sanshu ↗

  Best for: For MCP clients needing Context7 documentation lookup alongside interactive decisions, global memory, and semantic code search: the README documents these capabilities.

  The README documents an MCP server with components for interactive decision prompts, global memory, semantic code search, Context7 documentation queries, icon search, UI/UX design-system generation, and prompt enhancement. Release downloads are precompiled binaries for Windows, macOS, and Linux, and no npm or PyPI package is published.

  Score 54.8: show every number behind it

  • Adoption61 / 100 · weight 40%
    • GitHub stars61
    • npm downloadsnot measured
      no npm package
    • Used through Glamanot measured
      not used through Glama in the last 30 days
  • Maintenance100 / 100 · weight 24%
    • Last commit touching this server100
    • Repository maintenance grade100
    • Commit cadence100
  • Momentum30 / 100 · weight 14%
    • Stars gained, relative to size34
    • Stars gained, absolute24
    • npm download trendnot measured
      no download history for the selected registry
  • Tool quality≈68 / 100 · weight 13%
    • Tool description quality≈68
      tool descriptions not yet scored
    • Built and inspected by Glamanot measured
      never built and inspected by Glama
  • Trust100 / 100 · weight 9%
    • License100
    • Published by the vendor it integratesnot measured
      not published by the vendor it integrates

  Weighted mean of the five

  70.3

  × relevance: the keyword is declared here

  0.78

  × continuity: actively changing

  1.00

  × evidence: widely adopted

  1.00

  Composite score

  54.8

• 17

  Apple Docs MCP

  Abandoned but popular

  kimsungwhee/apple-docs-mcp ↗

  Best for: For searching Apple framework APIs and WWDC transcripts in an MCP-capable assistant, it exposes 18 tools covering documentation search, symbols, compatibility, and WWDC content.

  Apple Docs MCP exposes 18 tools for searching Apple Developer Documentation, retrieving page content, browsing technologies and framework symbols, checking platform compatibility, and searching WWDC transcripts and code examples. One dependency to note: installation uses the npm package @kimsungwhee/apple-docs-mcp, which the README configures MCP clients to launch through npx.

  Score 54.2: show every number behind it

  • Adoption88 / 100 · weight 40%
    • GitHub stars79
    • npm downloads63
    • Used through Glamanot measured
      not used through Glama in the last 30 days
  • Maintenance46 / 100 · weight 24%
    • Last commit touching this server68
    • Repository maintenance grade30
    • Commit cadence5
  • Momentum18 / 100 · weight 14%
    • Stars gained, relative to size0
    • Stars gained, absolute0
    • npm download trend74
  • Tool quality91 / 100 · weight 13%
    • Tool description quality83
    • Built and inspected by Glama100
  • Trust100 / 100 · weight 9%
    • License100
    • Published by the vendor it integratesnot measured
      not published by the vendor it integrates

  Weighted mean of the five

  69.5

  × relevance: the keyword is declared here

  0.78

  × continuity: actively changing

  1.00

  × evidence: widely adopted

  1.00

  Composite score

  54.2

• 18

  Skill Seekers

  Community favourite

  yusufkaraaslan/Skill_Seekers ↗

  Best for: Preparing documentation sites or local sources as AI skills or RAG data: it exposes scraping, packaging, and vector-database export tools for those sources.

  It exposes 40 MCP tools that generate and validate scraping configs, scrape documentation sites, GitHub repositories, PDFs, videos, and codebases, then package the result as AI skills or export it to vector databases. The MCP server is an optional Python extra installed with pip install skill-seekers[mcp] rather than an npm package.

  Score 53.4: show every number behind it

  • Adoption100 / 100 · weight 40%
    • GitHub stars100
    • PyPI downloads62
    • Used through Glamanot measured
      not used through Glama in the last 30 days
  • Maintenance100 / 100 · weight 24%
    • Last commit touching this server100
    • Repository maintenance grade100
    • Commit cadence100
  • Momentum58 / 100 · weight 14%
    • Stars gained, relative to size45
    • Stars gained, absolute92
    • PyPI download trend38
  • Tool quality61 / 100 · weight 13%
    • Tool description quality53
    • Built and inspected by Glama100
  • Trust100 / 100 · weight 9%
    • License100
    • Published by the vendor it integratesnot measured
      not published by the vendor it integrates

  Weighted mean of the five

  89.0

  × relevance: the keyword is tagged here

  0.60

  × continuity: actively changing

  1.00

  × evidence: widely adopted

  1.00

  Composite score

  53.4

• 19

  CometChat Docs

  Emerging

  cometchat/docs-mcp ↗

  Best for: Integrating CometChat into an app: it returns implementation bundles of current documentation pages and searches the docs read-only, with no account needed.

  The server exposes four read-only tools: one searches all of CometChat's documentation, one fetches a documentation page in full as markdown by URL or path, and two list and return implementation bundles for setup scenarios. No account, API key, or authentication is required, but its scope is limited to CometChat's own documentation and the bundles it lists.

  Score 52.1: show every number behind it

  • Adoption53 / 100 · weight 40%
    • GitHub stars53
    • npm downloadsnot measured
      no npm package
    • Used through Glamanot measured
      not used through Glama in the last 30 days
  • Maintenance97 / 100 · weight 24%
    • Last commit touching this server100
    • Repository maintenance grade100
    • Commit cadence85
  • Momentum85 / 100 · weight 14%
    • Stars gained, relative to size100
    • Stars gained, absolute64
    • npm download trendnot measured
      no download history for the selected registry
  • Tool quality100 / 100 · weight 13%
    • Tool description quality93
    • Built and inspected by Glama100
  • Trust100 / 100 · weight 9%
    • License100
    • Published by the vendor it integrates100

  Weighted mean of the five

  78.6

  × relevance: the keyword is declared here

  0.78

  × continuity: actively changing

  1.00

  × evidence: modest but real audience

  0.85

  Composite score

  52.1

• 20

  jdocmunch-mcp

  Community favourite

  jgravelle/jdocmunch-mcp ↗

  Best for: Retrieving one documentation section instead of whole files: it indexes Markdown, text, and reStructuredText by heading hierarchy and fetches sections by byte offset.

  jdocmunch-mcp exposes 64 tools that index a local folder or a GitHub repository's documentation into a heading-keyed section tree, then serve navigation and retrieval through get_toc_tree, search_sections, get_section, and batch calls such as get_sections, pulling content from exact byte offsets in the original file. Commercial use requires a paid license (personal use is free), and .pdf, .docx, .pptx and .epub sources are only covered when the optional [office] extra is installed.

  Score 52.1: show every number behind it

  • Adoption63 / 100 · weight 40%
    • GitHub stars58
    • PyPI downloads34
      PyPI downloads show no weekday rhythm; halved
    • Used through Glamanot measured
      not used through Glama in the last 30 days
  • Maintenance100 / 100 · weight 24%
    • Last commit touching this server100
    • Repository maintenance grade100
    • Commit cadence100
  • Momentum58 / 100 · weight 14%
    • Stars gained, relative to size51
    • Stars gained, absolute33
    • PyPI download trend100
  • Tool quality73 / 100 · weight 13%
    • Tool description quality65
    • Built and inspected by Glama100
  • Trust0 / 100 · weight 9%
    • License0
    • Published by the vendor it integratesnot measured
      not published by the vendor it integrates

  Weighted mean of the five

  66.8

  × relevance: the keyword is declared here

  0.78

  × continuity: actively changing

  1.00

  × evidence: widely adopted

  1.00

  Composite score

  52.1

Questions people ask

Other comparisons

• Best Figma MCP servers
• Best Obsidian MCP servers
• Best YouTube MCP servers
• Best Jira MCP servers
• Best PostgreSQL MCP servers
• Best MySQL MCP servers
• Best GitHub MCP servers
• Best Notion MCP servers
• Best Linear MCP servers
• Best Discord MCP servers
• Best MongoDB MCP servers
• Best CRM MCP servers
• Best Payments MCP servers
• Best Ecommerce MCP servers
• Best Social Media MCP servers
• Best Browser Automation MCP servers
• Best Email MCP servers
• Best PDF MCP servers
• Best Kubernetes MCP servers
• Best Docker MCP servers
• Best AWS MCP servers
• Best Spreadsheets MCP servers
• Best SEO MCP servers
• Best Web Search MCP servers
• Best Web Scraping MCP servers
• Best Vector Database MCP servers
• Best Code Execution MCP servers
• Best Calendar MCP servers
• Best Observability MCP servers
• Best Image Generation MCP servers
• Best Speech & Transcription MCP servers
• Best Maps MCP servers
• Best Travel MCP servers
• Best Stock Market MCP servers
• Best Web Analytics MCP servers
• Best Memory MCP servers
• Best Security MCP servers