How should skill-finder be evaluated before use?

Use the required flow: snapshot, contract, and trust before recommending or executing this skill.

What kind of evidence is visible on this page?

This page surfaces public facts, change history, trust indicators, artifact evidence, and benchmark summaries with provenance.

Crawler Summary

skill-finder answer-first brief

Search, discover, and install OpenClaw agent skills from multiple registries. Use when: user asks "find a skill for X", "is there a skill that can...", "how do I do X" (where X might have an existing skill), wants to browse available skills, or asks to install/add a skill. Also triggers on "search skills", "explore skills", "what skills exist for...", or "extend capabilities". --- name: skill-finder description: > Search, discover, and install OpenClaw agent skills from multiple registries. Use when: user asks "find a skill for X", "is there a skill that can...", "how do I do X" (where X might have an existing skill), wants to browse available skills, or asks to install/add a skill. Also triggers on "search skills", "explore skills", "what skills exist for...", or "extend capabilities". -- Capability contract not published. No trust telemetry is available yet. 3 GitHub stars reported by the source. Last updated 4/15/2026.

Freshness

Last checked 4/15/2026

Best For

skill-finder is best for general automation workflows where MCP and OpenClaw compatibility matters.

Not Ideal For

Contract metadata is missing or unavailable for deterministic execution.

Evidence Sources Checked

editorial-content, GITHUB OPENCLEW, runtime-metrics, public facts pack

Card Facts Snapshot Contract Trust

Claim this agent

Agent DossierGitHubSafety: 94/100

skill-finder

MCPself-declared

OpenClawself-declared

Public facts

Change events

Artifacts

Freshness

Apr 15, 2026

Verifiededitorial-contentNo verified compatibility signals3 GitHub stars

Capability contract not published. No trust telemetry is available yet. 3 GitHub stars reported by the source. Last updated 4/15/2026.

3 GitHub starsTrust evidence available

Trust score

Unknown

Compatibility

MCP, OpenClaw

Freshness

Apr 15, 2026

Vendor

Yfge

Artifacts

Benchmarks

Last release

Unpublished

Executive Summary

Key links, install path, and a quick operational read before the deeper crawl record.

Verifiededitorial-content

Summary

Capability contract not published. No trust telemetry is available yet. 3 GitHub stars reported by the source. Last updated 4/15/2026.

View Source

Setup snapshot

git clone https://github.com/yfge/skill-finder.git

1
Setup complexity is LOW. This package is likely designed for quick installation with minimal external side-effects.
2
Final validation: Expose the agent to a mock request payload inside a sandbox and trace the network egress before allowing access to real customer data.

Evidence Ledger

Everything public we have scraped or crawled about this agent, grouped by evidence type with provenance.

Verifiededitorial-content

Vendor (1)

Vendor

Yfge

profilemedium

Observed Apr 15, 2026Source link Provenance

Compatibility (1)

Protocol compatibility

MCP, OpenClaw

contractmedium

Observed Apr 15, 2026Source link Provenance

Adoption (1)

Adoption signal

3 GitHub stars

profilemedium

Observed Apr 15, 2026Source link Provenance

Security (1)

Handshake status

UNKNOWN

trustmedium

Observed unknownSource link Provenance

Integration (1)

Crawlable docs

6 indexed pages on the official domain

search_documentmedium

Observed Apr 15, 2026Source link Provenance

Release & Crawl Timeline

Merged public release, docs, artifact, benchmark, pricing, and trust refresh events.

Self-declaredagent-index

Docs Update

Docs refreshed: Sign in to GitHub · GitHub

search_documentmedium

Fresh crawlable documentation was indexed for the official domain.

Observed Apr 15, 2026

Artifacts Archive

Extracted files, examples, snippets, parameters, dependencies, permissions, and artifact metadata.

Self-declaredGITHUB OPENCLEW

Extracted files

Examples

Snippets

Languages

typescript

Parameters

Executable Examples

bash

npx clawhub search "<query>" --limit 10

bash

curl -s "https://agentskill.work/api/skills?q=<query>&limit=10&sort=stars"

bash

curl -s "https://agentskill.work/api/skills?topic=<topic>&limit=10&sort=stars"

bash

curl -s "https://agentskill.work/api/skills?language=Python&limit=10&sort=stars"

bash

curl -s "https://agentskill.work/api/skills?q=<query>&topic=<topic>&language=<lang>&limit=10&sort=stars"

bash

# By keyword
curl -s "https://agentskill.work/api/skills?q=<query>&limit=10&sort=stars"

# By topic (GitHub topic tag)
curl -s "https://agentskill.work/api/skills?topic=<topic>&limit=10&sort=stars"

# By language
curl -s "https://agentskill.work/api/skills?language=Python&limit=10&sort=stars"

# Combined filters
curl -s "https://agentskill.work/api/skills?q=<query>&topic=<topic>&language=<lang>&limit=10&sort=stars"

Docs & README

Full documentation captured from public sources, including the complete README when available.

Self-declaredGITHUB OPENCLEW

Docs source

GITHUB OPENCLEW

Editorial quality

ready

Full README

name: skill-finder description: > Search, discover, and install OpenClaw agent skills from multiple registries. Use when: user asks "find a skill for X", "is there a skill that can...", "how do I do X" (where X might have an existing skill), wants to browse available skills, or asks to install/add a skill. Also triggers on "search skills", "explore skills", "what skills exist for...", or "extend capabilities".

Skill Finder

Discover and install agent skills from two complementary sources:

| Source | Coverage | Search | Install | |--------|----------|--------|---------| | ClawHub (clawhub.com) | Curated registry, versioned packages | Vector semantic search | npx clawhub install <slug> | | AgentSkill.work | 330+ GitHub repos, enriched metadata | REST API keyword + filters | npx clawhub install or git clone |

Always search both sources — they overlap but each has unique skills.

Workflow

1. Search

ClawHub — semantic search understands intent ("manage my tasks" finds todo skills):

npx clawhub search "<query>" --limit 10

AgentSkill.work — keyword search with filters:

# By keyword
curl -s "https://agentskill.work/api/skills?q=<query>&limit=10&sort=stars"

# By topic (GitHub topic tag)
curl -s "https://agentskill.work/api/skills?topic=<topic>&limit=10&sort=stars"

# By language
curl -s "https://agentskill.work/api/skills?language=Python&limit=10&sort=stars"

# Combined filters
curl -s "https://agentskill.work/api/skills?q=<query>&topic=<topic>&language=<lang>&limit=10&sort=stars"

Parse results with:

curl -s "<url>" | python3 -c "
import sys, json
data = json.load(sys.stdin)
print(f'Found {data[\"total\"]} skills:')
for s in data['items']:
    desc = s.get('description') or ''
    print(f'  {s[\"full_name\"]}  ★{s[\"stars\"]}  {desc[:80]}')
"

AgentSkill.work API Reference

| Endpoint | Description | |----------|-------------| | GET /api/skills | List/search skills | | GET /api/skills/{owner}/{repo} | Skill detail | | GET /api/skills/{owner}/{repo}/related | Related skills | | GET /api/facets/topics?limit=20 | Available topics | | GET /api/facets/languages?limit=20 | Available languages |

Query parameters for /api/skills:

| Param | Type | Default | Description | |-------|------|---------|-------------| | q | string | — | Keyword search | | topic | string | — | Filter by GitHub topic | | language | string | — | Filter by programming language | | owner | string | — | Filter by GitHub owner | | sort | stars | newest | stars | Sort order | | limit | 1-100 | 20 | Results per page | | offset | int | 0 | Pagination offset |

2. Present Results

Merge results from both sources into a single list. For each skill show:

Name — slug (ClawHub) or owner/repo (AgentSkill.work)
Description — one line
Stars / Downloads — when available
Source — ClawHub / AgentSkill.work / both
Install command

Use a numbered list or compact table. If the user speaks Chinese, prefer description_zh or summary_zh from AgentSkill.work.

3. Inspect Before Installing

Get details on a skill before committing:

# ClawHub — metadata, stats, owner
npx clawhub inspect <slug> --json

# ClawHub — see what files are included
npx clawhub inspect <slug> --files

# ClawHub — read a specific file
npx clawhub inspect <slug> --file SKILL.md

# AgentSkill.work — full detail with features, use cases
curl -s "https://agentskill.work/api/skills/<owner>/<repo>"

4. Install

From ClawHub (preferred — versioned, validated):

npx clawhub install <slug>

Add --force to overwrite an existing installation.

From GitHub (when only on AgentSkill.work):

cd skills/
git clone <html_url> <skill-name>

After cloning, verify SKILL.md exists. If missing, the repo may not be a proper agent skill.

5. Verify

openclaw skills list 2>&1 | grep -i "<skill-name>"
openclaw skills check  # shows ready vs missing requirements

New skills are picked up on the next session — no restart needed.

Browse & Explore

# ClawHub trending / most downloaded
npx clawhub explore --sort trending --limit 10
npx clawhub explore --sort downloads --limit 10

# AgentSkill.work — discover topics
curl -s "https://agentskill.work/api/facets/topics?limit=20"

# AgentSkill.work — browse a topic
curl -s "https://agentskill.work/api/skills?topic=mcp&sort=stars&limit=10"

Tips

ClawHub search is semantic — "send notifications to my phone" finds push-notification skills even if those words aren't in the name.
AgentSkill.work has bilingual metadata — description_zh, summary_zh, key_features_zh for Chinese descriptions.
Many skills exist in both — when a skill appears on both ClawHub and AgentSkill.work, prefer installing from ClawHub (versioned, cleaner packaging).
Related skills — after finding one skill, check /api/skills/{owner}/{repo}/related to discover similar ones.
No skill found? Help the user directly, then suggest creating a skill with npx clawhub publish or the skill-creator skill.

Contract & API

Machine endpoints, protocol fit, contract coverage, invocation examples, and guardrails for agent-to-agent use.

MissingGITHUB OPENCLEW

Endpoints

Dossier API Snapshot API Contract API Trust API

Contract coverage

Status

missing

Auth

None

Streaming

Data region

Unspecified

Protocol support

MCP: self-declaredOpenClaw: self-declared

Requires: none

Forbidden: none

Guardrails

Operational confidence: low

No positive guardrails captured.

Invocation examples

curl -s "https://xpersona.co/api/v1/agents/yfge-skill-finder/snapshot"

curl -s "https://xpersona.co/api/v1/agents/yfge-skill-finder/contract"

curl -s "https://xpersona.co/api/v1/agents/yfge-skill-finder/trust"

Reliability & Benchmarks

Trust and runtime signals, benchmark suites, failure patterns, and practical risk constraints.

Missingruntime-metrics

Trust signals

Handshake

UNKNOWN

Confidence

unknown

Attempts 30d

unknown

Fallback rate

unknown

Runtime metrics

Observed P50

unknown

Observed P95

unknown

Rate limit

unknown

Estimated cost

unknown

Do not use if

Contract metadata is missing or unavailable for deterministic execution.

No benchmark suites or observed failure patterns are available.

Media & Demo

Every public screenshot, visual asset, demo link, and owner-provided destination tied to this agent.

Missingno-media

No screenshots, media assets, or demo links are available.

Related Agents

Neighboring agents from the same protocol and source ecosystem for comparison and shortlist building.

Self-declaredprotocol-neighbors

GITLAB_AI_CATALOGgitlab-mcp

Rank

A Model Context Protocol (MCP) server for GitLab

Traction

No public download signal

Freshness

Updated 2d ago

MCP

GITLAB_PUBLIC_PROJECTSgitlab-mcp

Rank

A Model Context Protocol (MCP) server for GitLab

Traction

No public download signal

Freshness

Updated 2d ago

MCP

GITLAB_AI_CATALOGrmcp-openapi

Rank

Expose OpenAPI definition endpoints as MCP tools using the official Rust SDK for the Model Context Protocol (https://github.com/modelcontextprotocol/rust-sdk)

Traction

No public download signal

Freshness

Updated 2d ago

MCP

GITLAB_AI_CATALOGrmcp-actix-web

Rank

An actix_web backend for the official Rust SDK for the Model Context Protocol (https://github.com/modelcontextprotocol/rust-sdk)

Traction

No public download signal

Freshness

Updated 2d ago

MCP

Machine Appendix

Contract JSON

{
  "contractStatus": "missing",
  "authModes": [],
  "requires": [],
  "forbidden": [],
  "supportsMcp": false,
  "supportsA2a": false,
  "supportsStreaming": false,
  "inputSchemaRef": null,
  "outputSchemaRef": null,
  "dataRegion": null,
  "contractUpdatedAt": null,
  "sourceUpdatedAt": null,
  "freshnessSeconds": null
}

Invocation Guide

{
  "preferredApi": {
    "snapshotUrl": "https://xpersona.co/api/v1/agents/yfge-skill-finder/snapshot",
    "contractUrl": "https://xpersona.co/api/v1/agents/yfge-skill-finder/contract",
    "trustUrl": "https://xpersona.co/api/v1/agents/yfge-skill-finder/trust"
  },
  "curlExamples": [
    "curl -s \"https://xpersona.co/api/v1/agents/yfge-skill-finder/snapshot\"",
    "curl -s \"https://xpersona.co/api/v1/agents/yfge-skill-finder/contract\"",
    "curl -s \"https://xpersona.co/api/v1/agents/yfge-skill-finder/trust\""
  ],
  "jsonRequestTemplate": {
    "query": "summarize this repo",
    "constraints": {
      "maxLatencyMs": 2000,
      "protocolPreference": [
        "MCP",
        "OPENCLEW"
      ]
    }
  },
  "jsonResponseTemplate": {
    "ok": true,
    "result": {
      "summary": "...",
      "confidence": 0.9
    },
    "meta": {
      "source": "GITHUB_OPENCLEW",
      "generatedAt": "2026-04-17T00:52:05.557Z"
    }
  },
  "retryPolicy": {
    "maxAttempts": 3,
    "backoffMs": [
      500,
      1500,
      3500
    ],
    "retryableConditions": [
      "HTTP_429",
      "HTTP_503",
      "NETWORK_TIMEOUT"
    ]
  }
}

Trust JSON

{
  "status": "unavailable",
  "handshakeStatus": "UNKNOWN",
  "verificationFreshnessHours": null,
  "reputationScore": null,
  "p95LatencyMs": null,
  "successRate30d": null,
  "fallbackRate": null,
  "attempts30d": null,
  "trustUpdatedAt": null,
  "trustConfidence": "unknown",
  "sourceUpdatedAt": null,
  "freshnessSeconds": null
}

Capability Matrix

{
  "rows": [
    {
      "key": "MCP",
      "type": "protocol",
      "support": "unknown",
      "confidenceSource": "profile",
      "notes": "Listed on profile"
    },
    {
      "key": "OPENCLEW",
      "type": "protocol",
      "support": "unknown",
      "confidenceSource": "profile",
      "notes": "Listed on profile"
    }
  ],
  "flattenedTokens": "protocol:MCP|unknown|profile protocol:OPENCLEW|unknown|profile"
}

Facts JSON

[
  {
    "factKey": "docs_crawl",
    "category": "integration",
    "label": "Crawlable docs",
    "value": "6 indexed pages on the official domain",
    "href": "https://github.com/login?return_to=https%3A%2F%2Fgithub.com%2Fopenclaw%2Fskills%2Ftree%2Fmain%2Fskills%2Fasleep123%2Fcaldav-calendar",
    "sourceUrl": "https://github.com/login?return_to=https%3A%2F%2Fgithub.com%2Fopenclaw%2Fskills%2Ftree%2Fmain%2Fskills%2Fasleep123%2Fcaldav-calendar",
    "sourceType": "search_document",
    "confidence": "medium",
    "observedAt": "2026-04-15T05:03:46.393Z",
    "isPublic": true
  },
  {
    "factKey": "vendor",
    "category": "vendor",
    "label": "Vendor",
    "value": "Yfge",
    "href": "https://github.com/yfge/skill-finder",
    "sourceUrl": "https://github.com/yfge/skill-finder",
    "sourceType": "profile",
    "confidence": "medium",
    "observedAt": "2026-04-15T00:18:44.618Z",
    "isPublic": true
  },
  {
    "factKey": "protocols",
    "category": "compatibility",
    "label": "Protocol compatibility",
    "value": "MCP, OpenClaw",
    "href": "https://xpersona.co/api/v1/agents/yfge-skill-finder/contract",
    "sourceUrl": "https://xpersona.co/api/v1/agents/yfge-skill-finder/contract",
    "sourceType": "contract",
    "confidence": "medium",
    "observedAt": "2026-04-15T00:18:44.618Z",
    "isPublic": true
  },
  {
    "factKey": "traction",
    "category": "adoption",
    "label": "Adoption signal",
    "value": "3 GitHub stars",
    "href": "https://github.com/yfge/skill-finder",
    "sourceUrl": "https://github.com/yfge/skill-finder",
    "sourceType": "profile",
    "confidence": "medium",
    "observedAt": "2026-04-15T00:18:44.618Z",
    "isPublic": true
  },
  {
    "factKey": "handshake_status",
    "category": "security",
    "label": "Handshake status",
    "value": "UNKNOWN",
    "href": "https://xpersona.co/api/v1/agents/yfge-skill-finder/trust",
    "sourceUrl": "https://xpersona.co/api/v1/agents/yfge-skill-finder/trust",
    "sourceType": "trust",
    "confidence": "medium",
    "observedAt": null,
    "isPublic": true
  }
]

Change Events JSON

[
  {
    "eventType": "docs_update",
    "title": "Docs refreshed: Sign in to GitHub · GitHub",
    "description": "Fresh crawlable documentation was indexed for the official domain.",
    "href": "https://github.com/login?return_to=https%3A%2F%2Fgithub.com%2Fopenclaw%2Fskills%2Ftree%2Fmain%2Fskills%2Fasleep123%2Fcaldav-calendar",
    "sourceUrl": "https://github.com/login?return_to=https%3A%2F%2Fgithub.com%2Fopenclaw%2Fskills%2Ftree%2Fmain%2Fskills%2Fasleep123%2Fcaldav-calendar",
    "sourceType": "search_document",
    "confidence": "medium",
    "observedAt": "2026-04-15T05:03:46.393Z",
    "isPublic": true
  }
]