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cross-corpus-research

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Run bounded research across Crawlora public-web, paper, and indexed developer-document sources, retaining source snapshots, evidence, and partial-coverage warnings. Use for focused cited briefs or structured research jobs, not exhaustive web coverage.

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  • Added October 19, 2026
ai-agentsjavascriptgojavashellapidocumentation

Works with

  • cursor
  • terminal
  • api

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B85/100
  • highContains patterns that look like hardcoded API keys

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Scanned October 19, 2026

npx -y skills add Crawlora-org/crawlora-skills --skill cross-corpus-research --agent claude-code

Installs into .claude/skills of the current project.

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SKILL.md
---
name: cross-corpus-research
description: Run bounded research across Crawlora public-web, paper, and indexed developer-document sources, retaining source snapshots, evidence, and partial-coverage warnings. Use for focused cited briefs or structured research jobs, not exhaustive web coverage.
---

# Cross-corpus research

Use this skill when a question needs an evidence brief across more than one
public source type, a durable research job, or a bounded inventory of one site.
Choose the smallest source scope and credit budget that can answer the question.

## Access and source readiness

Set `CRAWLORA_API_KEY`. Use the bundled `scripts/crawlora.sh`, which sends it in
an `x-api-key` header to `https://api.crawlora.net/api/v1`; do not place the key
in a URL, shell argument, example, or report. Check both HTTP status and the
application `code`. Stop on authentication errors, back off on `429`, and retry
a transient upstream failure once. Successful calls may consume credits.

Before selecting sources, inspect the live registries and capabilities when the
request depends on source availability:

- `/research/sources` lists paper operations and the current registry revision.
  Paper keyword search is arXiv-based. Europe PMC adds MED-backed metadata,
  licensed full-text reads, and one-hop citation operations; it is not a
  universal paper search index.
- `/developer/sources` lists indexed documentation sources, supported filters,
  and index state. `/developer/search` searches only the index and never starts
  ingestion or contacts upstream sites. The source set can be narrow (the
  current ready source is Go documentation), so check before promising coverage.
- `/web/capabilities` reports which retrieval operations and limits are
  enabled for the current account.

## Run a durable research job

1. Frame one answerable query, the requested date/market, source preferences,
   and a credit ceiling. Choose `scope=web`, `papers`, `developer`, or `mixed`;
   `sources` can further restrict the registered source IDs. `seed_urls`,
   `include_domains`, and `exclude_domains` apply only to `web` or `mixed` jobs.
2. Submit `POST /research/jobs` with a 16–128 character `idempotency_key`, the
   query, and `limits.max_credits`. Bound `rounds`, `searches`, `sources`, and
   timeout for the task. Browser renders are fixed at zero. Reuse the same key
   and identical request after an uncertain submission; use a new key only for
   a materially changed investigation. A JSON output requires a strict object
   schema; otherwise use the report output.
3. Keep the returned `job_id`. Check `/research/jobs/{job_id}` for state,
   progress, warnings, and usage. Read `/research/jobs/{job_id}/events` with its
   `next_cursor` when the audit trail matters. A queued job can wait up to 30
   minutes before it times out without charge.
4. Read `/research/jobs/{job_id}/results` until a terminal state and a validated
   result are available. `ready:false`, `partial:true`, or any source warning
   must remain visible in the answer. Do not fill missing sources with guesses
   or describe retained evidence as a completed report.
5. Preserve `source_snapshot` revisions, result kind, source URLs, source dates,
   retrieval times, and usage. Search snippets are discovery leads, not citable
   evidence. A claim is `supported` only when its full text exactly quotes a
   retained passage; citation IDs alone do not establish support. Keep
   `conflicting` and `unverified` claims explicit.

```sh
scripts/crawlora.sh /research/sources
scripts/crawlora.sh /developer/sources
scripts/crawlora.sh /web/capabilities
scripts/crawlora.sh -X POST /research/jobs '{"idempotency_key":"[REDACTED]","query":"Compare recent evidence on public EV charging reliability","scope":"mixed","output_format":"report","limits":{"max_credits":40,"rounds":2,"searches":4,"sources":8,"timeout_seconds":180}}'
# Use the returned job ID; this placeholder is for route shape only.
scripts/crawlora.sh /research/jobs/job-example123 | jq '.'
scripts/crawlora.sh /research/jobs/job-example123/results | jq '.'
```

## Read papers and indexed documentation directly

- Search papers with `/research/papers/search`, then inspect returned stable IDs
  with `/research/papers/metadata`. The arXiv search result window is frozen for
  cursor continuation; preserve the source and coverage warnings.
- Use `/research/papers/read` with a specific question. Europe PMC full text is
  returned only when the article license permits it; restricted records remain
  metadata-only. arXiv PDFs are not fetched. Keep passage locators, license,
  provenance, and exact source URLs with any extracted evidence.
- `/research/papers/related` returns one-hop Europe PMC references or citers.
  It is a bounded indexed graph, not a complete bibliography or a multi-hop
  literature review. Alias or seed failures and partial lists remain visible.
- For developer docs, call `/developer/search` only after selecting a source
  reported ready by `/developer/sources`. A search hit is indexed content, not a
  statement that the documentation is current for every software version.

## Map or crawl one site

Use `/web/search` for a bounded public-web discovery sample. Use `/web/map` when
the user needs an approximate URL inventory; it follows public sitemaps and
seed-page links, defaults to the seed host, and freezes its cursor snapshot for
30 minutes. It is not a complete site census.

Use `/web/crawl` for a bounded, resumable page crawl. Supply a stable
`idempotency_key`, the seed URL, and `limits.max_credits`; set reasonable page,
depth, byte, and timeout limits. Poll its status and read results until drained
or terminal. Failed/skipped URLs count toward the admitted page limit. Browser
rendering is not available on this job path; do not promise JavaScript-rendered
coverage. Preserve `partial`, warnings, stop reason, and accounting.

```sh
scripts/crawlora.sh -X POST /web/search '{"q":"site:example.org API rate limit","include_domains":["example.org"],"limit":5}'
scripts/crawlora.sh -X POST /web/map '{"url":"https://example.org/docs/","scope":{"include_paths":["/docs/**"]},"max_urls":100,"page_size":50}'
scripts/crawlora.sh -X POST /web/crawl '{"idempotency_key":"crawl-example-20261019","url":"https://example.org/docs/","scope":{"include_paths":["/docs/**"]},"limits":{"max_credits":20,"max_pages":10,"max_depth":1}}'
```

Return a concise finding summary with claim-level citations, source and query
scope, dates, successful and failed sources, and a clear stopping/coverage
statement. Do not imply exhaustive research, browser rendering, future
monitoring, or independent verification beyond the retained evidence. Do not
publish, contact sources, or create recurring jobs unless requested.

Files in this skill

  • SKILL.md6.6 KB
  • reference/endpoints.md10.9 KB
  • scripts/crawlora.sh6.2 KB

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