Code Search and Documentation MCP servers
MCP servers in the Code Search and Documentation category. Searching codebases and fetching library or API documentation for developers. We have placed 538 here so far, listed below and ranked by their independent trust score.
538 catalogued · how we score
Code Search and Documentation at a glance
- Highest score
- 97 io.github.dorukardahan/twitterapi-io-mcp
- Median score
- 50
- Scored
- 538 of 538
- Rescanned in 7 days
- 520
remote 236 · npm 193 · pypi 98 · mcpb 26 · oci 25 · nuget 7 · figures as of 2026-10-17 02:37 UTC · how we score
Top 100 by trust score Trust score 0–100
- npm 97
io.github.dorukardahan/twitterapi-io-mcp
Offline access to TwitterAPI.io docs for AI assistants. 67 endpoints, 32 pages, 24 blog posts.
- remote · npm 97
Independent MCP server for the TC39 specs (ECMA-262 + ECMA-402): clauses, search, diffs, history.
- oci · pypi 96
io.github.Couchbase-Ecosystem/couchbase-guru
Search the Couchbase documentation from your MCP client via a hosted documentation agent.
- npm 95
io.github.Dave-London/pare-search
Pare Search ג€” Structured code search operations (ripgrep + fd) as typed JSON.
- pypi 95
io.github.KallistoX/mcp-unifi-applications
Queryable UniFi API docs: endpoint search, schemas, code examples. No controller access.
- npm 95
io.github.leMaur/livewire-flux-mcp
Flux UI component and layout docs for AI coding agents. Live from fluxui.dev, Pro-tier aware.
- npm 95
MTA:SA Documentation MCP Server
MCP server for MTA:SA documentation with intelligent search and caching
- npm 95
Authenticated local evidence paths for JavaScript and TypeScript coding agents.
- remote 94
Hosted code graph over MCP: exact callers, dependencies, and cross-repo blast radius for AI agents.
- npm 94
MCP server for code search (ripgrep + fd) with structured, token-efficient output
- pypi 94
Token-efficient code exploration via tree-sitter AST parsing. 70+ languages, 86-99% token savings.
- pypi 94
Qiskit Documentation MCP Server
MCP server for querying and retrieving Qiskit documentation, guides, and API references
- pypi 94
CUDA-Q docs, API reference, and runnable examples for AI agents, pinned to your installed version.
- npm 93
Read-only MCP server for official Tauri 2 documentation snapshots.
- pypi 93
io.github.harshithsunku/mcp-gtags-server
Indexed C/C++ code navigation for AI agents — GNU Global (gtags) lookups over MCP, not grep scans.
- remote 93
Living docs and MCP context for GitHub repos — conventions, gaps, and source-cited pages on merge.
- npm 93
Progressive on-demand access to .NET NuGet package source for AI coding agents.
- npm 93
Read-only search and navigation of Sparx Enterprise Architect .qea model exports
- npm 93
Pack local or remote codebases into AI-friendly files that LLMs and coding agents can read or search
- remote · npm 92
Deterministic context layer for your codebase: change impact, blast radius, answers with receipts.
- npm 92
io.github.execuro/sw-dev-knowledge-base-mcp
Read-only offline MCP server over a curated Shopware developer knowledge base
- npm 92
io.github.looptech-ai/understand-quickly
Public registry of code-knowledge graphs for AI agents with schema validation and drift detection.
- npm 92
io.github.nikolai-vysotskyi/trace-mcp
Code graph MCP: 81 languages, 88 frameworks, 72.7% fewer PR-review tokens, comprehension at parity
- npm 92
io.github.UI5/webcomponents-mcp-server
MCP server for UI5 Web Components development assistance
- remote 91
Read-only ArcadeOps discovery for developer docs, OAuth, OpenAPI and synthetic sandbox.
- remote · npm 91
Search and read the StitchAPI docs: search_docs finds relevant sections, get_doc reads a page.
- pypi 91
A semantic search engine for files and code.
- remote · npm 91
Read-only MCP server for the WebAssembly spec: instructions, types, sections, search, proposals.
- remote 90
Search and read the Free Battery Factory docs (LiteShip, batpak) as live MCP tools.
- remote 90
RoxyAPI Docs MCP Server (keyless, for coding agents)
Keyless docs search so coding agents wire up RoxyAPI: every endpoint, param and SDK call.
- npm 90
io.github.dorukardahan/twitterapi-docs-mcp
Offline access to TwitterAPI.io docs for AI assistants. 52 endpoints, guides, pricing.
- npm 90
Structural memory for coding agents: callers, callees, blast radius and symbols over MCP.
- remote · npm 90
io.github.mapbox/mcp-docs-server
AI access to Mapbox docs, API references, style specs, and guides. No token required.
- npm 90
io.github.ozanmutlu/gitlab-docs
Search and browse 2,900+ official GitLab documentation pages via MCP
- npm 90
Semantic + structural code search MCP server for AI-native development.
- npm 90
Exact-version library docs from your lockfile — local, offline, no rate limits.
- remote 89
Wikimedia Enterprise API docs: search the guides, read every endpoint. Read-only, no account needed.
- npm 89
Look up ISO 32000 (PDF) clauses, requirements and terms. A reference, not a conformance checker.
- remote 89
Search the SiteGPT documentation: setup, features, API reference, troubleshooting.
- npm 89
io.github.sustinbebustin/citadel-mcp
A growing Citadel of stack-specific docs, served as MCP tools for AI coding agents.
- npm 89
A map of your codebase for AI agents: code graph, search, call paths and change impact. No API key.
- remote · oci 89
Read-only MCP server for the OrchestKit docs: full-text search + Markdown fetch. No auth.
- remote 88
Search the Cerebrium docs: deployment, cerebrium.toml, hardware, endpoints. Also sends feedback.
- remote 88
Streamable HTTP MCP server for DevExpress documentation search and retrieval.
- remote 88
Search and query nTop's knowledge base and engineering guides from AI applications.
- remote 88
Fonto (FontoXML) documentation for AI tools. Converts DITA XML to Markdown on demand.
- remote 88
Search and read the current MemorySync documentation while writing integration code.
- pypi 88
Retrieval over the folder the session opened: files, search, read, code_pack, write_note.
- remote 88
Search and read Rust documentation for the standard library and any crate on crates.io
- remote 88
Anonymous public tools for Raintree Technology. See the published agent boundary before use.
- remote 88
Official TheRundown API documentation search. No live data or authenticated Product API calls.
- remote 87
Read-only docs for the ADITUS event-technology APIs (ticketing, access, BI) and Shop Micro Frontend.
- remote 87
MarketCheck API docs for coding assistants: search, endpoint reference, plans. Free, no auth.
- remote 87
Public read-only SYMBaiEX developer and agent documentation.
- npm 87
Search the Claude Code Ultimate Guide and machine-readable references from any MCP client.
- npm 87
Deterministic code map for AI coding agents: a tree-sitter call graph with exact file:line over MCP.
- remote · npm 87
List InternetData's IP and ASN databases, your license for each, what one holds, and its digests.
- remote 87
Nifra docs, runnable examples, and API types as an MCP server for any AI assistant.
- remote 87
Find Power Apps PCF controls, read their docs, and validate pcfhub.json manifests.
- npm 87
io.github.yourtechtribe-labs/koncept-mcp-server
Query a curated YAML semantic concept graph for codebase invariants and cross-cutting facts.
- npm 86
Local-only Tableau .twbx audit: lineage, unused fields, duplicate calcs, SQL, version diffs
- nuget 86
io.github.christian289/wpf-dev-pack-mcp
Serves WPF Dev Pack knowledge topics to AI agents from a local repo clone.
- remote · npm 86
Search public open-source code, documentation, metadata, vulnerabilities, changelogs, and examples.
- remote 86
Search and browse Nalpeiron product documentation (Zentitle2, ZenGain, ZenMeter, EUP) via GitBook.
- remote 86
Docs Q&A: search 169 data and AI guides, fetch any page as markdown. Read-only, keyless.
- remote 86
Search and read Vector Panda docs: API operations, pricing, storage tiers, measured benchmarks.
- remote 86
Repository knowledge graph MCP server for codebase understanding and debugging.
- npm 86
io.github.OrderlyNetwork/orderly-mcp
MCP Server for Orderly Network - Documentation and SDK patterns
- remote 86
Versioned documentation registry and semantic search for AI tools and coding assistants.
- remote 86
Token-free MCP server for structured RevoGrid Core, Pro, and Enterprise knowledge retrieval.
- npm 86
Gradle-accurate JVM classpath; fetch Java source, signatures, and class structure for agents.
- remote 86
Tailor Platform for AI assistants: search, list and read the platform documentation.
- remote 85
Remote MCP server for Tandem docs, install guides, SDKs, workflows, and agent setup help.
- npm 85
io.github.infino-ai/code-context
Local code search for AI coding agents: hybrid keyword + semantic + SQL over an index in your repo.
- npm 85
Indexes codebase into a local knowledge graph with 40+ AI tools and codebase-guard.
- npm 85
Search, browse, and get suggestions for VueUse composables
- npm 85
io.github.praveenc/llmstxt-doc-search
BM25 search over llms.txt doc indexes (Strands, Kiro, AWS); sources addable at runtime.
- npm 85
io.github.praveenc/mcp-docs-server
MCP server for searching MCP protocol documentation
- remote · mcpb · npm 85
Up-to-date code docs for any prompt
- npm 84
On-demand access to amCharts 5 docs, code examples, and API reference
- pypi 84
Local, token-budgeted code context with file:line provenance and selection receipts.
- remote 84
Repository evidence for agents before they adopt dependencies, enter codebases, compare, or merge.
- npm 84
io.github.giancarloerra/socraticode
MCP server for enterprise local codebase indexing, semantic search, and code dependency graphs.
- remote 84
Quality-ranked, cross-platform directory of AI coding skills, plugins and MCP servers.
- remote · npm 84
Unofficial MCP server for the Capacitor documentation, plugin list and blog.
- remote 84
Particular Service Platform Documentation MCP Server
Search and read documentation about NServiceBus and the Particular Service Platform.
- npm 84
io.github.selvatuple/revibe-mcp
Analyze any codebase — get architecture, file roles, execution flows, and agent context.
- remote 83
Search and read the Metabind documentation: MCP Apps, BindJS, the SDKs, the CLI, and the APIs.
- npm 83
io.github.alexanderclapp/clirank
Search, compare, and get docs for 210+ APIs ranked by CLI and agent relevance.
- npm 83
Checks whether your idea already exists before your agent builds it. Searches GitHub, npm, Python.
- remote 83
Apple Developer Documentation with Semantic Search, RAG, and AI reranking for MCP clients
- remote 83
Search and read Empryo's documentation. Read-only, no auth, no local access.
- remote 83
Architecture diagrams, explanations and Mermaid source for public GitHub repositories.
- npm 83
The Matra rich text editor's documentation as an MCP server: every extension, command and API.
- remote 83
com.softwareengineeringprofessional/journeyman
Read-only Pattern-Assist corpus for aspiring software engineers: grounded dev patterns with sources.
- remote 83
Search and fetch AI agent skills, rules files and MCP servers indexed from GitHub.
- remote 83
FactGrid (Renamed to FactReason)
Renamed to FactReason. Now published as io.github.factreason/factreason — please use that entry.
- remote 83
Check exact npm/PyPI upgrades for evidence-backed breaking changes; query APIs and components.
- remote · npm 83
io.capawesome/ionic-framework-mcp
Unofficial MCP server for the Ionic Framework documentation, components and blog.
- npm 83
io.github.jigarkkarangiya/adobe-commerce-docs-mcp
MCP server for Adobe Commerce / Magento 2 documentation — search, browse, and read official docs.
Every server here has been scored. A server is placed in this category because its description and tool definitions say what it is for. That is what the server declares about itself, not something we have tested, so check the score breakdown before you trust one.