Research · Code
Developer Index
Answers a code question from the primary source — issues, merged pull requests, READMEs, real documentation — instead of the blog posts that outrank them. For error messages and API contracts, where a plausible answer is worse than none.
Use it in your assistant
Claude Code — drop the file in your skills folder and it loads on the next session. Use ~/.claude/skills for every project, or .claude/skills inside a repo to keep it to that project.
mkdir -p ~/.claude/skills/firecrawl-developer-index
curl -L https://growsteady.io/skills/firecrawl-developer-index/download -o ~/.claude/skills/firecrawl-developer-index/SKILL.mdClaude apps (web and desktop) — Settings → Capabilities → Skills → add a skill. Upload the file as SKILL.md inside a folder named firecrawl-developer-index (zip the folder if an archive is asked for).
No install— paste the file into a Claude Project's custom instructions with “Copy as prompt”. Same behaviour, scoped to that project.
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.
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>] [--skills-only]` Ranked results over the whole index. Each carries
id(issue:owner/repo#123),type(doc|issue|pull_request|readme),url,title, and the matched passages in markdown, so tables and code blocks survive. 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/--limitis 1–100 and defaults to 10.skills="only"/--skills-onlyrestricts the search to agent-skill files. Keyless; sendAuthorization: Bearer $FIRECRAWL_API_KEYfor higher rate limits.
- MCP: `firecrawl_search(query, categories: ["developer"])` CLI: `firecrawl search <query> --categories developer` Developer hits in a
developergroup besideweb, each withurl,title,description(the matched passage),position, andcategory: "developer"— web results carry nocategory, 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 —
scrapethe result'surl.
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 ofdoc,issue,pull_request,readmeto search. Defaults to all four. Narrowing here is the cheapest way to sharpen a query.repos(owner/name) scopes the repository half, meaningissue,pull_request, andreadme;sources(documentation source ids, at most 20) scopes the documentation half, meaningdoc. Passing both unions the halves rather than intersecting them. Both echo back in the response withindexed: true|false— that is how you tell "not in the index" from "found nothing".- A filter that cannot match any requested
typeis a400, not an empty list:reposwith no repository type intypes, orsourceswithoutdoc. 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,forkdescribe 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 asourcesscope and the response holds repository evidence only —issue,pull_request,readme— withcoveragereportingdocasunavailable. 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 withsourcesand readcoverageto confirmdocanswered.
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
docor areadme; raisepassagesbefore raisingk. - 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 withtypes=["pull_request"]. A merged PR's passages tell you what changed and in which direction. - API contract ("what does X return", "is Y required", "what is the default") →
readmeanddocare authoritative and a blog post is not. Usetypes=["readme","doc"]. If the contract looks like it moved, follow up withpull_requestfor the change that moved it. - Version-specific behaviour → an issue's opening report describes the broken version; its resolution supersedes it. Raise
passagesto 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, plussourcesif you want its docs in the same call. If a scoped search comes back empty, read the echoedindexedflag first:falsemeans 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_starsto keep to maintained repositories, accepting that this gives up alldocresults. - Agent skills and tooling conventions →
skills="only"/--skills-only. - Comparison, opinion, news, or an unindexed project → the open web.
firecrawl_search, thenfirecrawl_scrapewhatever deserves a full read. Combining is often right: take the contract from the index and the trade-off from the web.
Principles
- Read `coverage` before concluding a source doesn't exist. Every response reports
ok|degraded|unavailable|skippedper type.skippedmeans your owntypesvalue did not ask for that type.degradedorunavailablemeans the gap came from the index or from a filter you sent, not from your query — drop the filter or widen, rather than retrying the same call or reporting that nothing exists.okwith no hits of that type is a genuine miss: rephrase. - 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.
titleis frequently absent ondocresults — fall back tourl. - A merge supersedes a report. When an issue and a pull request disagree, the merged pull request is the current behaviour. Say which one you read.
- Scope last, not first. Search the whole index, then narrow with
types,repos, orsourcesonce 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.
