The request is 'search-docs', a generic task, and no platform or constraint is named. Among the candidates, Elastic offers a dedicated search_docs action for full-text search over documents 111, and Doccupine offers a search_docs action for semantic search over documentation pages 212. Read the Docs is a documentation hosting platform with integrated search 67, but its indexed actions were not read.
A question back: Which platform or constraint should apply: are you searching your own documentation site, a search index you host, or content in a particular stack?
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Elasticelastic.coverified and signed
Elasticsearch-based search database whose search_docs action runs full-text search over documents and returns the most relevant ones with content, title, tags and relevance 111.
official:MCP server · Elasticsearch MCP ServerSDK · elasticsearchlibrary · Elasticsearch.Netskill · elasticsearch-esql+29 community tools built for it
for agents: search · search · search
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Sources
- 1Elastic: The search database for AI | Search, AI agents, Observability, and Security | Elasticelastic.co · read 2026-10-29
- 2Doccupine - Open source documentation platform with AI built indoccupine.com · read 2026-10-29
- 6Full featured documentation deployment platform - Read the Docsabout.readthedocs.com · read 2026-10-29
- 7Full featured documentation deployment platform - Read the Docsabout.readthedocs.com · read 2026-10-29
- 8Full featured documentation deployment platform - Read the Docsabout.readthedocs.com · read 2026-10-29
- 11elastic-labs: declares "search_docs" (the record we read)github.com · read 2026-10-24
- 12doccupine: declares "search_docs" (the record we read and signed)unfragile.ai · read 2026-10-24
For agents: the 10 actions behind this answer
search_docs · elastic-labs found in code, not yet checked
Search for documents in Elasticsearch using full-text search. Returns the most relevant documents with their content, title, tags, and relevance score.
search_docs · doccupine verified and signed
Search through the documentation content using semantic search. Returns relevant chunks of documentation based on the query.
find_documents · MongoDB (Activepieces) verified and signed
Find Documents — Find documents in a collection
request_document · byteaskai verified and signed
Request that a document be ADDED to the corpus - use this when search_docs returns 'no confident match' for material it should cover (a standard, protocol spec, SCPI or instrument manual, MCU / hardware datasheet, or library reference). This does NOT search; use search_docs for that. Pass ONE string
github_code_search · gh-mcp found in code, not yet checked
Search files on GitHub with code snippets. This is not a fuzzy search, so provide exact substrings you want to find.
· Rtfd Semver website read, tools not yet checked
Read the Docs is a documentation building and hosting platform aimed at helping developers creating documentation from code with versioned documentation, integrated search, pull request previews and more.
rfc · uritemplate verified and signed
aioboto3 · aioboto3 verified and signed
· Read the Docs Limits website read, tools not yet checked
Read the Docs is a documentation building and hosting platform aimed at helping developers creating documentation from code with versioned documentation, integrated search, pull request previews and more.
· Rtfd website read, tools not yet checked
Read the Docs is a documentation building and hosting platform aimed at helping developers creating documentation from code with versioned documentation, integrated search, pull request previews and more.
Labels are the instruments' verdict and are never changed by ranking. Agents and robots get this same answer as JSON at /api/v1/find?q=…&answer=1 and through the MCP server.