🔎 Evidence browser

Browse the skill radar

Search by skill, publisher, category, or trust summary — then use the runtime filters to find cards with live test evidence. The two main lanes are baseline safety checks first and deeper follow-on functionality checks after that.

Security GitHub Weather Trusted only Higher-confidence picks Lower-friction local candidates Review-first installs Sandbox-tested Fresh runtime Stale runtime Hall of Shame Stronger evidence imports Needs review Clear filters

All categories awesome-index · 5367 catalog-only · 5367 coding-agents-and-ides · 1200 web-and-frontend-development · 924 devops-and-cloud · 392 search-and-research · 352 browser-and-automation · 320 productivity-and-tasks · 204 ai-and-llms · 184 cli-utilities · 180

✨ Quick picks

Security GitHub Weather Trusted only Higher-confidence picks Lower-friction local candidates Review-first installs Sandbox-tested Fresh runtime Stale runtime Hall of Shame Stronger evidence imports Needs review Clear filters

🏷 Categories · search-and-research

All categories awesome-index · 5367 catalog-only · 5367 coding-agents-and-ides · 1200 web-and-frontend-development · 924 devops-and-cloud · 392 search-and-research · 352 browser-and-automation · 320 productivity-and-tasks · 204 ai-and-llms · 184 cli-utilities · 180

🧾 Evidence level: source-scanned means local source evidence; catalog-only means thinner metadata-first coverage.

🧪 Runtime status: cards can show only the baseline safety lane or the deeper follow-on functionality lane, depending on how far the skill got.

📏 Depth cue: tells you whether the evidence stops at baseline checks, includes follow-on functionality checks, or includes richer fixture/example proof.

⏱ Freshness cue: tells you whether the latest runtime evidence is from the last 24 hours, the last 7 days, or is older and therefore less current.

🩺 Failure confidence: distinguishes a first seen failure from a repeated failure or a regression after an earlier pass, so not every red row means the same thing.

Results

Showing 24 of 337 skills in the browsable catalog view · evidence: source-scanned · category: search-and-research · sort: score

page evidence snapshotruntime-passed: 2 runtime-failed: 0 source-scanned: 24 fresh <24h: 1 manual review: 0

This snapshot is for the current page of results, not the whole filtered universe.

Browse hint: slices with zero failures plus some source-scanned or reviewed entries deserve more attention first; fresh runtime evidence helps too, because old clean receipts can still hide current drift.

mh-bear-notes

mohdalhashemi98-hue · vsource-scanned

Create, search, and manage Bear notes via grizzly CLI.

Insufficient Evidenceconfidence: source evidencesource-scanned

Take: Source-aware scan found higher-privilege capability areas (token), but that alone is not evidence of malicious behavior.

Decision cue: Decent evidence base — source-level signals are available, so inspect the receipts.

academic-deep-research

kesslerio · vsource-scanned

Transparent, rigorous research with full methodology — not a black-box API wrapper. Conducts exhaustive investigation through mandated 2-cycle research per theme, APA 7th citations, evidence hierarchy, and 3 user checkpoints. Self-contained using native OpenClaw tools (web_search, web_fetch, sessions_spawn). Use for literature reviews, competitive intelligence, or any research requiring academic rigor and reproducibility.

Insufficient Evidenceconfidence: source evidencesource-scanned

Take: Source-aware scan found higher-privilege capability areas (token), but that alone is not evidence of malicious behavior.

Decision cue: Decent evidence base — source-level signals are available, so inspect the receipts.

aminer-open-academic

canxiangcc · vsource-scanned

>

Insufficient Evidenceconfidence: source evidencesource-scanned

Take: Source-aware scan found higher-privilege capability areas (token, email), but that alone is not evidence of malicious behavior.

Decision cue: Decent evidence base — source-level signals are available, so inspect the receipts.

cirf

kudodefi · vsource-scanned

Interactive crypto deep-research framework with human-AI collaboration for superior research outcomes

High Riskconfidence: source evidencesource-scanned

Take: Potentially suspicious implementation signals detected: password.

Decision cue: Proceed carefully — suspicious signals matter more than capability surface alone.

crif

kudodefi · vsource-scanned

Interactive crypto deep-research framework with human-AI collaboration for superior research outcomes

High Riskfollow-on functionality checks passed · 11/11confidence: source evidence

Runtime receipts + what passed2026-03-16 15:45 UTC

functionality-v2evidence depth: follow-on functionality checkstested recently: within 24 hourspassedoutput 29.2 KBartifacts 0worker oc-sandboxsource stage: cache hitsuite 3507 msbaseline-v3 8/8

RatioDaemon muttered: crif behaved itself under runtime pressure.11/11 functionality-v2 checks passed. Pleasantly boring.

Observed: skill-structure-ok

Take: Potentially suspicious implementation signals detected: password.

Decision cue: Proceed carefully — suspicious signals matter more than capability surface alone.

find-products

xiazhefengzhi · vsource-scanned

Search and discover trending products from ProductHunt with structured analysis data. Use when users ask about product recommendations, tool comparisons, or trending apps.

Insufficient Evidenceconfidence: source evidencesource-scanned

Take: Source-aware scan found normal operational surface via environment, network, or shell-related references.

Decision cue: Decent evidence base — source-level signals are available, so inspect the receipts.

instagram-search

atyachin · vsource-scanned

Instagram Search — Search 400M+ Instagram posts, reels, and profiles. Find influencers, track hashtags, analyze engagement, and export data. No Instagram API or Meta developer account needed — works through Xpoz MCP.

Insufficient Evidenceconfidence: source evidencesource-scanned

Take: Source-aware scan found higher-privilege capability areas (oauth), but that alone is not evidence of malicious behavior.

Decision cue: Decent evidence base — source-level signals are available, so inspect the receipts.

launchfast-ppc-research

blockchainhb · vsource-scanned

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Insufficient Evidenceconfidence: source evidencesource-scanned

Take: Source-aware scan found normal operational surface via environment, network, or shell-related references.

Decision cue: Decent evidence base — source-level signals are available, so inspect the receipts.

launchfast-product-research

blockchainhb · vsource-scanned

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Insufficient Evidenceconfidence: source evidencesource-scanned

Take: Source-aware scan found normal operational surface via environment, network, or shell-related references.

Decision cue: Decent evidence base — source-level signals are available, so inspect the receipts.

lead-generation

atyachin · vsource-scanned

Lead Generation — Find high-intent buyers in live Twitter, Instagram, and Reddit conversations. Auto-researches your product, generates targeted search queries, and discovers people actively looking for solutions you offer. Social selling and prospecting powered by 1.5B+ indexed posts via Xpoz MCP.

Insufficient Evidenceconfidence: source evidencesource-scanned

Take: Source-aware scan found higher-privilege capability areas (oauth), but that alone is not evidence of malicious behavior.

Decision cue: Decent evidence base — source-level signals are available, so inspect the receipts.

memo-persistent-memory

webdevtodayjason · vsource-scanned

Persistent memory system - automatic context capture and semantic search

Use Cautionconfidence: source evidencesource-scanned

Take: Potentially suspicious implementation signals detected: rm -rf.

Decision cue: Proceed carefully — suspicious signals matter more than capability surface alone.

moonbanking

juanwall · vsource-scanned

Full access to Moon Banking API endpoints for data about every bank on Earth, including stories, votes, scores, search, country overviews, world overview, crypto-friendliness, and more. Requires MOON_BANKING_API_KEY env var.

Insufficient Evidenceconfidence: source evidencesource-scanned

Take: Source-aware scan found normal operational surface via environment, network, or shell-related references.

Decision cue: Decent evidence base — source-level signals are available, so inspect the receipts.

orchata

ehudsn · vsource-scanned

Knowledge management and RAG platform with tree-based document indexing. Use this skill to search, browse, and manage Orchata knowledge bases via MCP tools.

Insufficient Evidenceconfidence: source evidencesource-scanned

Take: Source-aware scan found normal operational surface via environment, network, or shell-related references.

Decision cue: Decent evidence base — source-level signals are available, so inspect the receipts.

pubmed-edirect

killgfat · vsource-scanned

Search and retrieve literature from PubMed using NCBI's EDirect command-line tools. ⚠️ Advanced skill requiring manual installation.

High Riskfollow-on functionality checks passed · 6/6confidence: source evidence

Runtime receipts + what passed2026-03-15 10:15 UTC

functionality-v2evidence depth: follow-on functionality checkstested recently: within 7 dayspassedoutput 98 Bartifacts 0worker oc-sandboxsource stage: cache hitsuite 1910 msbaseline-v3 8/8

RatioDaemon muttered: pubmed-edirect cleared baseline-v3 without trying anything cute.6/6 functionality-v2 checks passed. Pleasantly boring.

Observed: skill-structure-ok

Take: Potentially suspicious implementation signals detected: curl |, rm -rf, sudo .

Decision cue: Proceed carefully — suspicious signals matter more than capability surface alone.

race-finder

nftechie · vsource-scanned

Find upcoming races — running, trail, triathlon, cycling, swimming, and obstacle courses. Search by location, distance, sport, and date. Returns race details with registration links.

Insufficient Evidenceconfidence: source evidencesource-scanned

Take: Source-aware scan found normal operational surface via environment, network, or shell-related references.

Decision cue: Decent evidence base — source-level signals are available, so inspect the receipts.

rea-search

jakelin · vsource-scanned

Search realestate.com.au property listings by constructing search and listing URLs. Use when searching for Australian properties to buy, rent, or sold via realestate.com.au. Supports building filtered search URLs (suburb, price, bedrooms, property type, multiple suburbs) and individual listing URLs.

Insufficient Evidenceconfidence: source evidencesource-scanned

Take: Source-aware scan found normal operational surface via environment, network, or shell-related references.

Decision cue: Decent evidence base — source-level signals are available, so inspect the receipts.

research-report

huaruoji · vsource-scanned

Research technical projects/papers and generate comprehensive reports with PDF export. Modes: lite (analysis + writing) or full (+ environment setup + experiments). Params: iterations, mode, project-path, output. Use for paper analysis, code review, technical reports, research documentation.

Use Cautionconfidence: source evidencesource-scanned

Take: Potentially suspicious implementation signals detected: sudo .

Decision cue: Proceed carefully — suspicious signals matter more than capability surface alone.

ryanair-fare-finder

callum-kemp · vsource-scanned

>

Insufficient Evidenceconfidence: source evidencesource-scanned

Take: Source-aware scan found normal operational surface via environment, network, or shell-related references.

Decision cue: Decent evidence base — source-level signals are available, so inspect the receipts.

social-intelligence

atyachin · vsource-scanned

Social Intelligence — AI-powered social media research across Twitter, Instagram, and Reddit. 1.5B+ posts indexed. Find experts, generate leads, monitor brands, analyze sentiment, discover influencers, and export data. The complete social intelligence toolkit for AI agents via MCP.

Insufficient Evidenceconfidence: source evidencesource-scanned

Take: Source-aware scan found higher-privilege capability areas (oauth), but that alone is not evidence of malicious behavior.

Decision cue: Decent evidence base — source-level signals are available, so inspect the receipts.

stratos-storage

notboxqsn · vsource-scanned

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High Riskconfidence: source evidencesource-scanned

Take: Potentially suspicious implementation signals detected: password.

Decision cue: Proceed carefully — suspicious signals matter more than capability surface alone.

twitter-api-alternative

atyachin · vsource-scanned

Twitter API Alternative — Search 1B+ tweets with natural language queries, boolean filters, and one-click CSV exports (up to 64K rows). Look up profiles, find users by topic, and track conversations. No developer account needed, no complex OAuth setup — 2-minute setup via Xpoz MCP.

Insufficient Evidenceconfidence: source evidencesource-scanned

Take: Source-aware scan found higher-privilege capability areas (oauth), but that alone is not evidence of malicious behavior.

Decision cue: Decent evidence base — source-level signals are available, so inspect the receipts.

agentic-paper-digest

matanle51 · vsource-scanned

Fetches and summarizes recent arXiv and Hugging Face papers with Agentic Paper Digest. Use when the user wants a paper digest, a JSON feed of recent papers, or to run the arXiv/HF pipeline.

Use Cautionconfidence: source evidencesource-scanned

Take: Potentially suspicious implementation signals detected: rm -rf.

Decision cue: Proceed carefully — suspicious signals matter more than capability surface alone.

agentic-paper-digest-skill

matanle51 · vsource-scanned

Fetches and summarizes recent arXiv and Hugging Face papers with Agentic Paper Digest. Use when the user wants a paper digest, a JSON feed of recent papers, or to run the arXiv/HF pipeline.

Use Cautionconfidence: source evidencesource-scanned

Take: Potentially suspicious implementation signals detected: rm -rf.

Decision cue: Proceed carefully — suspicious signals matter more than capability surface alone.

aihotel

qiao101660 · vsource-scanned

This Skill describes how the model should use the `aigohotel-mcp` MCP server to search for hotels, view detailed prices for a specific hotel, and fetch available hotel tag metadata.

Insufficient Evidenceconfidence: source evidencesource-scanned

Take: Source-aware scan found higher-privilege capability areas (token), but that alone is not evidence of malicious behavior.

Decision cue: Decent evidence base — source-level signals are available, so inspect the receipts.

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