Openclaw Free Web Search

What the source does

• FilesystemNone observedNo reads or writes in the source
• NetworkNone observedNo outbound calls in the source
• ShellNone observedNo commands run in the source
• DependenciesPinnedNothing floats
• SecretsNone foundNo keys in source

Five audit layers

Gates applied: no behavioural pass.

Audit 0.4.1 · source sha a79d9cd3663a · 15 Oct 2026Report an issue or request a re-scan

• PublisherInternLM GitHub organizationOwner of the repository this skill is read from
• Source folderInternLM/WildClawBench/skills/4/openclaw-free-web-searchThe exact folder we audited
• LicenceMITAs the repository states it
• Commit pinned for this verdicta79d9cd3663aA new audit runs when the source changes
• Repository statusNot archivedLast push 27 days ago
• Sandboxed runNot runSkills are read, not executed; layer L4 is skipped

Its description: OpenClaw skill for source-backed web search, page reading, and evidence-aware claim checking. Use it to verify factual answers with live search results and explicit source handling.

---
name: cross-validated-search
version: "16.0.0"
description: >
  OpenClaw skill for source-backed web search, page reading, and evidence-aware claim checking.
  Use it to verify factual answers with live search results and explicit source handling.
homepage: https://github.com/wd041216-bit/cross-validated-search
---

# Cross-Validated Search for OpenClaw

This skill gives OpenClaw a practical verification workflow:

- `search-web` for live search results
- `browse-page` for reading the full content of a source
- `verify-claim` for support/conflict classification
- `evidence-report` for a citation-ready summary with next steps

## Install

```bash
pip install cross-validated-search
```

## Minimum verification

```bash
search-web "OpenAI API pricing" --type news --timelimit w
verify-claim "Python 3.13 is the latest stable release" --deep --max-pages 2 --json
evidence-report "Python 3.13 stable release" --claim "Python 3.13 is the latest stable release" --deep --json
```

## Recommended flow

1. Run `search-web` for factual or recent questions.
2. Use `browse-page` on the most relevant source when snippets are not enough.
3. Use `verify-claim` when a concrete claim needs a support/conflict summary.
4. Use `evidence-report` when you want a compact evidence package with citations and next steps.
5. Use `--deep` when the claim matters enough to justify page-aware verification.
6. Cite the returned URLs in the final answer.

## What success looks like

- the verdict is explicit
- the result includes support and conflict scores
- `page_aware` is true when deep verification ran
- the recommended free path is `ddgs + self-hosted searxng`
- source URLs are ready to cite

## Limits

- `verify-claim` is heuristic and evidence-aware, not a proof engine.
- The default provider path is `ddgs`.
- The recommended free upgrade path is self-hosted `searxng` via `CROSS_VALIDATED_SEARCH_SEARXNG_URL`.
- Conflicting sources are surfaced, not automatically reconciled.

## License

MIT License.

Excerpt, first 2,007 characters of SKILL.md, verbatim from the audited commit. It is text from someone else’s repository, quoted so you can judge it before your agent reads it.

1. 2026-10-15
   ✓SAFE B 89 / 100

   first audit · source a79d9cd3663a

Questions about Openclaw Free Web Search

• github.com/InternLM/WildClawBench/tree/main/skills/4/openclaw-fr — the audited source at commit a79d9cd3663a and every finding aboveObserved · 15 Oct 2026

Spotted something wrong? Report a correction · Methodology