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Firecrawl Developer Index

FirecrawlOfficialPublished by Firecrawl

  • Skill
  • Tool integration
  • Software development
  • ISC
  • No issues found

From the author

Searches current documentation, release notes, API references and public repository issues for libraries, frameworks, SDKs, APIs and CLI tools with `firecrawl developer`. Use before answering when the user names a version, is upgrading, pastes an error from a library or tool, or asks how to use, configure or migrate a specific library or API. Model knowledge stops at a training cutoff and misses new releases, renamed APIs, changed defaults and recent fixes, so when a version, option, error or API is unfamiliar or may have changed, look it up instead of guessing. Also checks whether a bug was fixed and in which release. Not for general programming concepts, code that uses no specific library, or refactoring code the user supplied.
— the description by Firecrawl

AutoGineer summary

Written by AutoGineer from the skill’s own files, not by the author

The Firecrawl Developer Index provides a specialized search interface for technical information regarding libraries, frameworks, SDKs, and CLI tools. It allows agents to retrieve authoritative data from documentation, issue trackers, and pull requests, helping to resolve version-specific questions, identify bug fixes, and clarify API contracts. By prioritizing primary sources like repository issues and official docs over general web results, it ensures answers are grounded in the actual state of the software.

What it does

  • Searches documentation, release notes, and public repository issues for specific libraries and tools.
  • Retrieves matched passages from technical sources to provide evidence-based answers.
  • Supports filtering by content type, such as issues, pull requests, or documentation.
  • Allows scoping searches to specific repositories or documentation sources.
  • Provides a mechanism to verify if a bug is fixed and in which release version.
  • Integrates with Firecrawl's scraping capabilities for deeper analysis of specific URLs.

When to use it

  • When a user asks about a specific library, framework, or API version.
  • When troubleshooting an error message or stack trace from a known tool.
  • When verifying if a reported bug has been addressed in a recent release.
  • When needing to clarify API defaults, requirements, or migration steps.
  • When official documentation is insufficient and repository-level context is required.

Advantages

  • Provides direct access to primary sources like merged pull requests and issue discussions.
  • Reduces reliance on outdated model training data for rapidly changing software.
  • Returns specific, relevant passages rather than just page links.
  • Enables precise filtering to narrow down technical information quickly.
  • Helps distinguish between reported bugs and verified, released fixes.

Usage examples

“How do I handle the 'ConnectionTimeout' error in the latest version of the library?”
The agent searches the developer index for the error string and library name, identifying relevant issue reports or documentation updates to provide a solution.
“Has the bug regarding the authentication header in v2.1 been fixed?”
The agent queries the repository issues and pull requests for the library to find the fix, then checks release notes to confirm if it is included in a stable version.

Install

  1. Download the skill as a ZIP:

    https://mp-staging.autogineer.com/agent-skills/firecrawl/firecrawl-developer-index/download
  2. Unzip it into the cross-client skills folder of your project:

    mkdir -p .agents/skills && unzip firecrawl-developer-index.zip -d .agents/skills

Documentation by Firecrawl

Firecrawl Developer Index

For official documentation, setup, examples, migrations or compatibility, follow official documentation. Continue below for implementation or bug evidence beyond the docs. Reuse adequate evidence when switching approaches.

Answer a developer question from the primary source: the issue where the bug was reported, the merged pull request that fixed it, the README or documentation page that states the contract. A blog post that describes a behaviour is a weaker answer than the passage that defines it, so reach for the index first and the open web second. The repository half of the index covers public repositories only. Private or internal repositories are not in it, so a question about private code needs a different route: read that code directly.

There is no fixed recipe. Read the question, decide what kind it is, and choose the approach below. A literal error string wants a different move than "how do I do X". Don't run machinery a question doesn't call for.

The tools, and what each is uniquely good at

  • HTTP: GET|POST https://api.firecrawl.dev/v2/search/developer MCP: firecrawl_developer_search(query, k?, skills?) CLI: firecrawl developer <query> [--limit <n>] Ranked results over the whole index. Each carries id (issue:owner/repo#123), url, and the matched passages in markdown, so tables and code blocks survive. The artifact kind is the id prefix: doc:, issue:, pull_request:, or readme:. The default first move for a developer question. It is the only surface that returns the passages, which is what lets you answer instead of pointing at a page. k / --limit is 1–100 and defaults to 10. skills="only" (HTTP/MCP only) restricts the search to agent-skill files. Keyless; send Authorization: Bearer $FIRECRAWL_API_KEY for higher rate limits.

  • MCP: firecrawl_search(query, categories: ["developer"]) CLI: firecrawl search <query> --categories developer Developer hits in a developer group beside web, each with url, title, description (the matched passage), position, and category: "developer" — web results carry no category, so that is the field to key on when merging. Use this when you are already running a web search and want developer sources weighed in the same call. It exposes none of the filters and no passage control.

  • MCP: firecrawl_scrape(url) / firecrawl_search(query) CLI: firecrawl scrape <url> / firecrawl search <query> General web fetch and search, for what no primary source states: a comparison between two libraries, an outage, a migration write-up, a project with no public repository or indexed docs. Also the follow-through when a hit is the right page but you need all of it — scrape the result's url.

Filters, and what each one costs you

Only the HTTP surface takes these. On GET, pass types=issue,pull_request or repeat the parameter; on POST, pass arrays. All are optional.

  • types — which of doc, issue, pull_request, readme to search. Defaults to all four. Narrowing here is the cheapest way to sharpen a query.

  • repos (owner/name) scopes the repository half, meaning issue, pull_request, and readme; sources (documentation source ids, at most 20) scopes the documentation half, meaning doc. Passing both unions the halves rather than intersecting them. Both echo back in the response with indexed: true|false — that is how you tell "not in the index" from "found nothing".

  • A filter that cannot match any requested type is a 400, not an empty list: repos with no repository type in types, or sources without doc.

  • passages (1–5, default 1) is the maximum passages per result, not a guarantee. Raise it when one page is clearly the right page but the first passage is the wrong part of it.

  • language, topic, license, min_stars, max_stars, archived, fork describe a repository. Most documentation pages in the index have no repository behind them, so no repository fact can admit or exclude one. Send any of these without a sources scope and the response holds repository evidence only — issue, pull_request, readme. That is the design, not an index fault: do not retry it and do not report the index broken. To keep documentation, drop the repository filters, or scope the documentation half with sources and read the sources echo to confirm the id is indexed.

Match the approach to the question

  • Literal error message or stack-trace string → search the string itself plus the library name, with types=["issue","pull_request"]. Whoever hit it filed it. If nothing matches, strip the volatile parts (paths, line numbers, ids, addresses) and retry — the invariant middle of the message is what is indexed.

  • Conceptual "how do I do X" → the full question in natural language, all four types. The answer is usually a doc or a readme; raise passages before raising k.

  • Known bug → the issue reports it, the merged pull request fixes it, and the fix is what you want. Search types=["issue","pull_request"], then re-query the issue's own terms scoped to its repo with types=["pull_request"]. A merged PR's passages tell you what changed and in which direction. Before describing it as the user's installed behavior, confirm a release contains it.

  • API contract ("what does X return", "is Y required", "what is the default") → readme and doc are authoritative and a blog post is not. Use types=["readme","doc"]. If the contract looks like it moved, follow up with pull_request for the change that moved it.

  • Version-specific behaviour → an issue's opening report describes the broken version; its resolution supersedes it. Raise passages to see further into the thread, and read the resolution and the linked pull request before answering. Never answer from an opening report alone.

  • Scoped to one library → repos=["owner/name"] when you know the slug, plus sources if you want its docs in the same call. If a scoped search comes back empty, read the echoed indexed flag first: false means nothing from that repo or source can ever match and no rephrasing will help — drop the scope and search the whole index, or go to the web.

  • Ecosystem-wide ("which libraries do X", "who else hit this") → no scope. Use language / topic / min_stars to keep to maintained repositories, accepting that this gives up all doc results.

  • Agent skills and tooling conventions → skills="only" (HTTP/MCP only).

  • Comparison, opinion, news, or an unindexed project → the open web. firecrawl_search, then firecrawl_scrape whatever deserves a full read. Combining is often right: take the contract from the index and the trade-off from the web.

Principles

  • Quote the passage, cite the url. The passages are the evidence; hand them over rather than paraphrasing them into a claim the reader can't check. title is frequently absent on doc results — fall back to url.

  • Distinguish a fix from a release. A merged fix can supersede an earlier issue report about repository code, but it reaches the user's version only once a release contains the merge. Confirm that from the project's release notes, changelog entry or release tag (search for them, or scrape the releases or changelog page when the index lacks them), and cite that evidence.

  • Scope last, not first. Search the whole index, then narrow with types, repos, or sources once you know what the hits look like. Scoping first hides the result that would have told you where to look.

  • Go to the web when the index has nothing to say. Trade-offs, ecosystem opinion, and anything about an unindexed project are web questions. Don't force them through the index, and don't dress a general web page up as a primary source.

See also

Files

Requirements and compatibility

Works with: Claude Code, Claude apps, OpenAI Codex, GitHub Copilot, Cursor, Gemini CLI, Kiro, OpenCode, Goose, Amp, Roo Code, JetBrains Junie, Factory Droid, Devin (ex-Windsurf), Mistral Vibe, OpenHands, Letta

“Works with” means the tool reads the open Agent Skills format; a skill written for one tool may use features others lack.

Needs: Needs an API key

Security

No issues found by our static scan· No issues found

A static scan is not a guarantee. Skills are third-party content: review a skill before you let an agent use it.

Attribution and licence

Published by
Firecrawl
Publisher
Firecrawl (Official)
Source
firecrawl/skills · skills/core/firecrawl-developer-index · commit 458d9d0
Licence
ISC License (redistribution allowed)
  • LICENSE (added by AutoGineer from LICENSE)
  • ATTRIBUTION.md (written by AutoGineer)
Synced

AutoGineer is not affiliated with or endorsed by Firecrawl.

Download ZIP

The ZIP holds the skill’s files, its licence files and an ATTRIBUTION.md. Download firecrawl-developer-index.zip