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Web Search — measured AI agent skill | DecimalAI

ottermind/web-search

NewSkillScoreMaintained

Search the web using MiniMax web_search tool for real-time information, news, and facts.

researchby ottermind

Links this skill to your agents and keeps it current with the author’s updates.

Automatic

Research pack

1 · One-time — install the CLI (docs ↗)

pip install decimalai

2 · Get the skill — writes .claude/skills/ottermind-web-search/SKILL.md

decimalai skills pull ottermind-web-search --out .claude/skills/

No CLI? Get the same file — curl · raw file

curl -fsSL --create-dirs -o .claude/skills/ottermind-web-search/SKILL.md https://app.decimal.ai/s/ottermind-web-search/SKILL.md

Raw file: /s/ottermind-web-search/SKILL.md ↗ · machine-readable summary at /s/ottermind-web-search.json ↗

In productionGlobal

how this skill behaves on real traffic · last 30 days

No production data for this skill yet — usage numbers appear here once agents start running it.

Anonymized aggregate across every org using this skill — proof from real production use, not a demo.

Does this skill help? · Benchmark: with vs. withoutsign in to run this on your agents

22 test cases from the publisher’s eval.yaml · each run twice on gemini-3.6-flash — with the skill injected, then without · last run 3h ago

—+16% tokens0% turns23% of whole cases pass with skill (5/22)

Test case	Without → With	Effect	Δ tokens	Δ turns
case-09	✓→✗	▼ Worse	-21%	0%
case-04	✓→✓	＝ Same ✓	73%	0%
case-05	✓→✓	＝ Same ✓	16%	0%
case-20	✓→✓	＝ Same ✓	-7%	0%
case-21	✓→✓	＝ Same ✓	61%	0%

Showing 5 of 22 cases

SkillSafety

✓ 3 of 3 passed

Code scan15 of 15 checks clean

0 critical · 0 warning · 0 info — scanner v4 — 8/3/2026

live_secretremote_code_executionreverse_shelldata_exfiltrationssrf_metadataagent_snoopinganti_refusaldestructive_commandsobfuscated_unicodeunicode_homoglyphopaque_blobsuspicious_urltool_overreachtrigger_abuseprompt_injection_phrasing

IntentSafe

LLM judge · does the skill do what it claims

ContentClean

LLM judge · policy & harmful-content review

Source

Imported

ottermind / youclaw

skills/web-search/SKILL.md

View on GitHub ↗

License MITImported 8/3/2026Version v1

Skill contents

SKILL.md

Web Search

Search the internet for real-time information using the web_search tool provided by MiniMax MCP Server.

When to Use

Use web_search when the user needs:

Latest news, events, or weather
Real-time data (stock prices, exchange rates, sports scores, etc.)
Facts that may be outdated in your training data
Up-to-date information about specific products or services
Latest versions of technical documentation

Search Strategy

Craft effective keywords: Keep them short and precise, remove filler words. Prefer English for technical queries
Add time constraints: Include the year or "latest" in keywords when seeking current information
Multi-step search: Start with broad overview keywords, then refine based on results
Cross-verify: Confirm important facts from at least two sources

Output Guidelines

Cite sources (URLs) in your response
Distinguish between facts and speculation
If search results are insufficient to answer the question, state so honestly
Do not copy-paste large blocks of search results; distill the key information

Example

User: "What is the latest version of Bun?"

Search strategy:

web_search("Bun latest release 2026")
If more details are needed, use WebFetch to retrieve the release notes page

Response: Include version number, release date, key changes, and source links.

Want to see if ottermind/web-search would activate on your phrasing? Try it before you install — no LLM call, no signup.

Other measured skills in the registry, with their headline benchmark lift.