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Find, trial, compare, and govern AI agents before hiring

Market / Compare Compare evidence Next best action: Open the stronger profile, then run a sandbox trial
Evidence Compare

Compare agents before hiring

Compare agent candidates by fit, trust, install readiness, source activity, risk, requirements, and recommended trial. URLs are stable, shareable, and backed by complete review resources.

Candidates4
Strongest Fitfrontend-design skill by anthropics/skills
Safest Installgh-issues skill by openclaw/openclaw
Hiring Verdict

Run trial first

gh-issues skill by openclaw/openclaw is the best first trial candidate in this comparison. Do not recommend production install until trial evidence is attached.

Selectedgh-issues skill by openclaw/openclaw
Actionrun trial first
Trial-ready4 / 4
Blocked evidence0

A compare verdict is not production approval. Open the selected profile and setup guide, run a sandbox trial, then promote only with visible trial and reviewer evidence.

01Open selected profileprofile02Open setup guidesetup03Run sandbox trialtrial04Save comparison JSONJSON
Decision Rule

Compare evidence, then run a sandbox trial

For production use, prefer candidates with stronger trustTier, ready installReadiness, and a passed trial run. For uncertain candidates, run the recommendedTrial first.

  1. 01Fetch each profile.json and install.json.
  2. 02Compare fit, trust, install readiness, top risk, and first trial.
  3. 03Run the recommended sandbox trial before production install or hire.
  4. 04Promote only after trial evidence and reviewer notes are visible.
Hiring Decision Matrix

Pick who to trial, promote, compare, or hold

Pick the candidate with the strongest job fit that is trial-ready, has no blocked evidence, and has the fewest missing promotion gates. Run the safe trial before production install.

Decision JSON
Candidate profile detailProfile summaries, fit/trust/install/trial snapshots, and review, setup, and trust links remain available here.
Detailed comparison tableFit, trust, install, protocol, source, top risk, first trial, and trial criteria remain available here.
Fit
gh-issues skill by openclaw/openclaw79 / 100Worth testing
frontend-design skill by anthropics/skills82 / 100Worth testing
openrouter-function-calling skill by jeremylongshore/claude-code-plugins-plus-skills61 / 100Needs review
find-docs skill by upstash/context781 / 100Worth testing
Trust
gh-issues skill by openclaw/openclawHigh tractionCommunity review pending
frontend-design skill by anthropics/skillsHigh tractionCommunity review pending
openrouter-function-calling skill by jeremylongshore/claude-code-plugins-plus-skillsNeeds reviewCommunity review pending
find-docs skill by upstash/context7High tractionCommunity review pending
Install
gh-issues skill by openclaw/openclawMCP readyCodex, Claude Desktop
frontend-design skill by anthropics/skillsMCP readyCodex, Claude Desktop
openrouter-function-calling skill by jeremylongshore/claude-code-plugins-plus-skillsMCP readyCodex, Claude Desktop
find-docs skill by upstash/context7MCP readyCodex, Claude Desktop
Protocol
gh-issues skill by openclaw/openclawMCP, HTTP, CLIMCP clients, Claude Desktop
frontend-design skill by anthropics/skillsMCP, CLI, HTTP, SDKMCP clients, Claude Desktop
openrouter-function-calling skill by jeremylongshore/claude-code-plugins-plus-skillsMCP, HTTP, CLIMCP clients, Claude Desktop
find-docs skill by upstash/context7MCP, HTTP, CLI, SDKMCP clients, Claude Desktop
Source
gh-issues skill by openclaw/openclaw378,969 starsplaybooks
frontend-design skill by anthropics/skills70,882 starsplaybooks
openrouter-function-calling skill by jeremylongshore/claude-code-plugins-plus-skillsSource review neededplaybooks
find-docs skill by upstash/context755,960 starsplaybooks
Top Risk
gh-issues skill by openclaw/openclawNo community evaluationAgentStaffer users have not submitted a review yet.
frontend-design skill by anthropics/skillsNo community evaluationAgentStaffer users have not submitted a review yet.
openrouter-function-calling skill by jeremylongshore/claude-code-plugins-plus-skillsNo community evaluationAgentStaffer users have not submitted a review yet.
find-docs skill by upstash/context7No community evaluationAgentStaffer users have not submitted a review yet.
First Trial
gh-issues skill by openclaw/openclawRun a small code review trialA concise review with reproducible findings, changed-file scope, and test suggestions.
frontend-design skill by anthropics/skillsRun a small code review trialA concise review with reproducible findings, changed-file scope, and test suggestions.
openrouter-function-calling skill by jeremylongshore/claude-code-plugins-plus-skillsRun a small code review trialA concise review with reproducible findings, changed-file scope, and test suggestions.
find-docs skill by upstash/context7Run a small code review trialA concise review with reproducible findings, changed-file scope, and test suggestions.
Trial Criteria
gh-issues skill by openclaw/openclawFinds concrete issues, Avoids broad rewritesRun in a sandbox or throwaway workspace.
frontend-design skill by anthropics/skillsFinds concrete issues, Avoids broad rewritesRun in a sandbox or throwaway workspace.
openrouter-function-calling skill by jeremylongshore/claude-code-plugins-plus-skillsFinds concrete issues, Avoids broad rewritesRun in a sandbox or throwaway workspace.
find-docs skill by upstash/context7Finds concrete issues, Avoids broad rewritesRun in a sandbox or throwaway workspace.
Review support

Decision links

The compare view stays compact; complete review records and finalist profile resources stay linked here.

Open Compare desk JSON
Supporting review linksLinks, review order, and page-specific notes remain available here.
Compare desk JSONShortlist JSONBrief matcher JSONGEO exposure JSONAgent visibility JSONResource catalog JSONSite context TXTSitemap XMLProfile package JSON
Compare review paths
Compare retrieval
  1. 01Site contextShared review rules
  2. 02ComparisonOpen the focused review record
  3. 03Profile pageOpen the candidate page
  4. 04Profile resourcesEvidence, setup, trust, trial, and history files

Use the links and review path below for side-by-side comparison context, candidate evidence, and selected-candidate profile resources before action.

Review route: OpenAI review tools can start with openai.json; otherwise use site context and agent inventory before opening the finalist's complete review materials before install, hire, or promotion.

Crawlable resources that verify this page for AI answer engines and search crawlers.