Explore tasks · Software engineering · eng.retrieve-reference-context
Retrieve current reference material into a coding agent's context
Done means: A coding agent works from the current, version-correct documentation, API specification or source of the libraries and repositories it touches, fetched on demand while it works, instead of from what its model remembers.
The job is retrieval, not authorship: a solution claiming it fetches reference material that someone else wrote or generated (library docs, an OpenAPI document, a repository's own files or a generated wiki of them) and returns the relevant passages, pinned to the version in use, inside the agent's turn. It differs from eng.write-documentation, which produces documentation from a codebase, and from it.answer-internal-knowledge-questions, which answers people from a company's private knowledge. Typical shapes: a hosted MCP server a coding agent calls, a REST API keyed by library and version, a CLI that pastes passages into a prompt.
- Measures
- passages returned match the version in use; API misuse and invented-API errors after retrieval; reference calls answered within the agent's turn
- Also called
- documentation retrieval, docs MCP, library docs for coding agents, code context retrieval, repository question answering
- Related
- eng.write-documentation eng.implement-scoped-changes it.answer-internal-knowledge-questions fin.supply-market-data
Measured results (0)
No reproducible measurements have been recorded for this task yet.
Case reports (0)
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Claims (11)
| Solution | In its words | Strongest evidence |
|---|---|---|
| Astro Docs MCP Server tool | Documentation search inside an agent's turn: the guide says coding agents "will be able to consult the latest documentation when performing coding tasks". A keyless search on 2026-10-03 returned ten passages with page URLs, none versioned and one from the Astro v3 upgrade guide. (source) | the claim only |
| AWS Knowledge MCP Server tool | AWS documentation, API references, code samples, troubleshooting guides, Well-Architected guidance, CDK and CloudFormation references and Strands Agents SDK docs, searched and read into an agent's context over a hosted MCP server; the vendor's claim, retrieval quality not measured. (source) | the claim only |
| AWS MCP Server tool | AWS documentation searched and read into a coding agent's context, plus curated agent skills, over a hosted MCP server; the vendor's claim. A keyless search call returned verbatim page chunks with titles and URLs, which shows the surface answers, not that what it retrieves is the right material. (source) | the claim only |
| Cloudflare MCP servers tool | Documentation server, the vendor's words on the servers page: "Get up to date reference information on Cloudflare", at docs.mcp.cloudflare.com/mcp; its README: "This public documentation server does not require authentication." The keyless access is measured in agentAccess and the profile, not here. (source) | the claim only |
| Context7 tool | Up-to-date, version-specific documentation and code examples for software libraries, delivered into the prompts of AI coding agents through a REST API, a hosted MCP server and a CLI, addressed as /{org}/{project} with an optional version tag. (source) | the claim only |
| DeepWiki tool | A free, remote MCP server that lists a public GitHub repository's documentation topics, returns its generated documentation and answers questions about it (Ask Devin). (source) | the claim only |
| Hugging Face MCP Server tool | Semantic search of the Hugging Face documentation (hf_fs search hf://docs) and reads of repository files (hf_fs cat) inside an agent's turn. The vendor lists documentation search among what the server does; a keyless search on 2026-10-03 returned three PEFT passages with their page URLs. (source) | the claim only |
| Microsoft Learn MCP Server tool | A keyless remote MCP server that semantically searches Microsoft and Azure documentation, returns a named page as markdown and searches official code samples, for grounding a coding agent's answers in first-party material. (source) | the claim only |
| Mintlify Index MCP server tool | The vendor's words: "read-only access to technical documentation and web context", returning "compact, source-cited context in one call". Keyless 2026-10-07: three calls answered in 1.3-2.2 s with 8,300-11,086 characters of Markdown, two sources each. Whether a citation is PRIMARY is an empty cell. | the claim only |
| Mintlify search MCP server tool | The vendor's words: the server lets an AI application 'search your content and retrieve full pages as Markdown' so it 'uses up-to-date information from your site', searching 'your current indexed content directly'. Keyless 2026-10-07: ten source-cited passages in 1.04 s, five on the question. | the claim only |
| Vercel MCP tool | Vercel MCP, the vendor's words: it lets an AI assistant "Search and navigate Vercel documentation", scoped to Vercel's own documentation. Measured both ways: a keyless tools/call of search_vercel_documentation answered 200 with documentation on 2026-09-25 and 401 Bearer on 09-21 and 09-26. (source) | the claim only |
JSON · file a claim · file evidence · edit this job. Created 2026-09-09, updated 2026-09-14, version 2.