{"eval":{"version":"openagentskill-skill-eval-v1","slug":"jmuncor-tokentap","name":"Tokentap","generated_at":"2026-06-23T18:09:19.439Z","task_input":"Evaluate Tokentap before installing it in an AI agent workflow","status":"failed","score":71,"risk_level":"high","decision":{"recommendation":"do_not_auto_install","reason":"Agent safety gate: This skill should not be selected by an agent without explicit human security review.","auto_install_allowed":false,"policy":"block","human_review_required":true},"task_fit":{"score":84,"suited_tasks":["Coding agents workflows","Claude Code teams","teams that value GitHub adoption signals","Inspect source files","Explain architecture","Patch bugs and verify changes","Chunk documents","Create embeddings"],"suited_agents":["Python","Developer Tools","Codex","Claude Code","Cursor","OpenAgentSkill CLI","CLI"]},"install":{"command":"npx skills add jmuncor/tokentap","ready":true,"policy":"block","safety_label":"Avoid automatic install","targets":[{"id":"openagentskill-cli","label":"CLI","kind":"command","value":"npx skills add jmuncor/tokentap"},{"id":"codex","label":"Codex","kind":"agent-prompt","value":"Install the \"Tokentap\" agent skill from https://github.com/jmuncor/tokentap. Read its SKILL.md or equivalent instructions first, install only the files needed for this workspace, and summarize any required setup before using it. Skill purpose: Intercept LLM API traffic and visualize token usage in a real-time terminal dashboard. Track costs, debug prompts, and monitor context window usage across your AI development sessions."},{"id":"claude-code","label":"Claude Code","kind":"agent-prompt","value":"Add \"Tokentap\" as a Claude Code skill from https://github.com/jmuncor/tokentap. Inspect the skill instructions, place the reusable skill files in the appropriate local skills location for this project, and report the activation steps. Skill purpose: Intercept LLM API traffic and visualize token usage in a real-time terminal dashboard. Track costs, debug prompts, and monitor context window usage across your AI development sessions."},{"id":"cursor","label":"Cursor","kind":"agent-prompt","value":"Turn \"Tokentap\" from https://github.com/jmuncor/tokentap into a reusable Cursor project rule or agent instruction. Preserve the core workflow, adapt paths to this repo, and keep the rule scoped to tasks where it is relevant. Skill purpose: Intercept LLM API traffic and visualize token usage in a real-time terminal dashboard. Track costs, debug prompts, and monitor context window usage across your AI development sessions."}]},"trust":{"score":76,"label":"Strong shortlist","version":"trust-score-v4","evidence":{"stars":"800 GitHub stars","repoActivity":"800 stars, 37 forks","lastPushed":"3mo since push","license":"MIT","repository":"https://github.com/jmuncor/tokentap","install":"npx skills add jmuncor/tokentap","installSafety":"standard package or runtime install path","permissionSurface":"secrets or environment access, shell or command execution","documentation":"Strong README/SKILL.md context","agentOutcomes":"No agent outcome data yet"}},"audit":{"score":81,"risk_level":"needs_review","risk_label":"Needs review","warnings":["Dependency or permission surface needs review","Permission surface may require sandboxing","Quality score needs review","Permission surface needs review: secrets or environment access, shell or command execution","Dependency/runtime risk: command execution surface, credential or environment access","Permission surface: secrets or environment access, shell or command execution"]},"safety_gate":{"score":41,"tier":"blocked","label":"Blocked for auto-install","auto_install_policy":"block","blocked":true,"permission_hints":[{"id":"shell","label":"Shell or command execution","reason":"Skill metadata references terminal, CLI, shell, subprocess, or command execution workflows.","severity":"high"},{"id":"network","label":"Network access","reason":"Skill likely fetches remote pages, APIs, repositories, or external services.","severity":"medium"},{"id":"filesystem","label":"Filesystem access","reason":"Skill may read or write project files, documents, generated artifacts, or local workspace state.","severity":"medium"},{"id":"secrets","label":"Secrets or environment access","reason":"Skill metadata references credentials, tokens, environment variables, or secret-bearing workflows.","severity":"high"}],"policy_warnings":["High-risk permission hints: Shell or command execution, Secrets or environment access","Dependency or permission surface needs review"]},"checks":[{"id":"task_fit","label":"Task fit","status":"pass","score":84,"required_for_auto_install":true,"detail":"Task wording matches this skill metadata.","evidence":["Evaluate Tokentap before installing it in an AI agent workflow","coding-agents","Coding agents workflows; Claude Code teams; teams that value GitHub adoption signals"]},{"id":"install_path","label":"Install path","status":"pass","score":92,"required_for_auto_install":true,"detail":"Install handoff is available.","evidence":["npx skills add jmuncor/tokentap"]},{"id":"install_safety","label":"Install command safety","status":"pass","score":92,"required_for_auto_install":true,"detail":"standard package or runtime install path","evidence":["npx skills add jmuncor/tokentap"]},{"id":"trust_score","label":"Trust score","status":"warn","score":76,"required_for_auto_install":true,"detail":"Good trust signals with a few areas worth checking before rollout.","evidence":["Strong shortlist","800 GitHub stars","MIT"]},{"id":"audit_score","label":"Audit score","status":"warn","score":81,"required_for_auto_install":true,"detail":"Needs review","evidence":["Dependency or permission surface needs review"]},{"id":"agent_safety_gate","label":"Agent safety gate","status":"fail","score":41,"required_for_auto_install":true,"detail":"This skill should not be selected by an agent without explicit human security review.","evidence":["Do not auto-install. Inspect the source, dependencies, and permission surface first.","Metadata combines secrets access with shell or command execution"]},{"id":"readme_skillmd_completeness","label":"README/SKILL.md completeness","status":"pass","score":100,"required_for_auto_install":false,"detail":"Metadata includes enough usage and workflow context","evidence":["Strong README/SKILL.md context"]},{"id":"license_clarity","label":"License clarity","status":"pass","score":86,"required_for_auto_install":true,"detail":"MIT","evidence":["MIT"]},{"id":"recent_maintenance","label":"Recent maintenance","status":"pass","score":88,"required_for_auto_install":false,"detail":"3mo since push","evidence":["3mo since push"]},{"id":"permission_surface","label":"Permission surface","status":"fail","score":22,"required_for_auto_install":true,"detail":"secrets or environment access, shell or command execution","evidence":["Shell or command execution: high","Network access: medium","Filesystem access: medium"]},{"id":"alternatives","label":"Alternatives available","status":"pass","score":82,"required_for_auto_install":false,"detail":"Alternative skills are available for comparison.","evidence":["anomalyco-opencode","puppeteer-puppeteer","openai-codex","hoppscotch-hoppscotch"]}],"blockers":["Agent safety gate: This skill should not be selected by an agent without explicit human security review.","Permission surface: secrets or environment access, shell or command execution"],"warnings":["Trust score: Good trust signals with a few areas worth checking before rollout.","Audit score: Needs review","High-risk permission hints: Shell or command execution, Secrets or environment access","Dependency or permission surface needs review","Permission surface may require sandboxing","Quality score needs review","Permission surface needs review: secrets or environment access, shell or command execution","Dependency/runtime risk: command execution surface, credential or environment access","Permission surface: secrets or environment access, shell or command execution"],"validation_plan":["Inspect repository, README/SKILL.md, license, and recent commits before production use.","Install in an isolated workspace or sandbox with no production secrets available.","Run the smallest representative task and record files touched, commands run, network access, and outputs.","Compare the selected skill against at least one alternative when the eval status is review or failed.","Promote only after the agent reports a successful verification result and unresolved warnings are accepted."],"do_not_use_when":["teams that need a vendor-supported SLA","high-compliance environments without internal security review","No major risk signals from current metadata","High-risk permission hints: Shell or command execution, Secrets or environment access","Dependency or permission surface needs review","Permission surface may require sandboxing","Quality score needs review","Permission surface needs review: secrets or environment access, shell or command execution"],"alternatives":[{"slug":"anomalyco-opencode","name":"Opencode","url":"https://www.openagentskill.com/skills/anomalyco-opencode","stars":175041,"install_command":"npx skills add anomalyco/opencode","trust_score":93,"audit_score":95},{"slug":"puppeteer-puppeteer","name":"Puppeteer","url":"https://www.openagentskill.com/skills/puppeteer-puppeteer","stars":94783,"install_command":"npx skills add puppeteer/puppeteer","trust_score":92,"audit_score":94},{"slug":"openai-codex","name":"Codex","url":"https://www.openagentskill.com/skills/openai-codex","stars":91367,"install_command":"npx skills add openai/codex","trust_score":90,"audit_score":93},{"slug":"hoppscotch-hoppscotch","name":"Hoppscotch","url":"https://www.openagentskill.com/skills/hoppscotch-hoppscotch","stars":79567,"install_command":"npx skills add hoppscotch/hoppscotch","trust_score":90,"audit_score":93}],"machine_metadata":{"version":"openagentskill-agent-metadata-v2","skill":{"slug":"jmuncor-tokentap","name":"Tokentap","description":"Intercept LLM API traffic and visualize token usage in a real-time terminal dashboard. Track costs,       debug prompts, and monitor context window usage across your AI development sessions.      ","category":"coding-agents","url":"https://www.openagentskill.com/skills/jmuncor-tokentap","repository":"https://github.com/jmuncor/tokentap","github_repo":"jmuncor/tokentap"},"suited_tasks":["Coding agents workflows","Claude Code teams","teams that value GitHub adoption signals","Inspect source files","Explain architecture","Patch bugs and verify changes","Chunk documents","Create embeddings"],"suited_agents":["Python","Developer Tools","Codex","Claude Code","Cursor","OpenAgentSkill CLI","CLI"],"install":{"command":"npx skills add jmuncor/tokentap","ready":true,"targets":[{"id":"openagentskill-cli","label":"CLI","kind":"command","value":"npx skills add jmuncor/tokentap"},{"id":"codex","label":"Codex","kind":"agent-prompt","value":"Install the \"Tokentap\" agent skill from https://github.com/jmuncor/tokentap. Read its SKILL.md or equivalent instructions first, install only the files needed for this workspace, and summarize any required setup before using it. Skill purpose: Intercept LLM API traffic and visualize token usage in a real-time terminal dashboard. Track costs, debug prompts, and monitor context window usage across your AI development sessions."},{"id":"claude-code","label":"Claude Code","kind":"agent-prompt","value":"Add \"Tokentap\" as a Claude Code skill from https://github.com/jmuncor/tokentap. Inspect the skill instructions, place the reusable skill files in the appropriate local skills location for this project, and report the activation steps. Skill purpose: Intercept LLM API traffic and visualize token usage in a real-time terminal dashboard. Track costs, debug prompts, and monitor context window usage across your AI development sessions."},{"id":"cursor","label":"Cursor","kind":"agent-prompt","value":"Turn \"Tokentap\" from https://github.com/jmuncor/tokentap into a reusable Cursor project rule or agent instruction. Preserve the core workflow, adapt paths to this repo, and keep the rule scoped to tasks where it is relevant. Skill purpose: Intercept LLM API traffic and visualize token usage in a real-time terminal dashboard. Track costs, debug prompts, and monitor context window usage across your AI development sessions."}],"handoff_url":"https://www.openagentskill.com/api/skills/jmuncor-tokentap/install","manifest_url":"https://www.openagentskill.com/api/registry/manifest/jmuncor-tokentap"},"trust":{"score":76,"label":"Strong shortlist","version":"trust-score-v4","install_policy":"human_review_before_install","evidence":{"stars":"800 GitHub stars","repoActivity":"800 stars, 37 forks","lastPushed":"3mo since push","license":"MIT","repository":"https://github.com/jmuncor/tokentap","install":"npx skills add jmuncor/tokentap","installSafety":"standard package or runtime install path","permissionSurface":"secrets or environment access, shell or command execution","documentation":"Strong README/SKILL.md context","agentOutcomes":"No agent outcome data yet"},"outcome_evidence":{"total":0,"success_rate":null,"install_attempts":0,"risk_blocked":0,"setup_required":0,"label":"No agent outcome data yet"},"auto_install":{"allowed":false,"sandbox_required":true,"reason":"Human review or sandbox validation is required before automatic installation."},"best_for":["coding-agents","developer-tools","automation","coding","ai-tools","anthropic"],"known_risks":["Quality score needs review","Permission surface needs review: secrets or environment access, shell or command execution","Dependency/runtime risk: command execution surface, credential or environment access","Permission surface: secrets or environment access, shell or command execution"]},"audit":{"score":81,"risk_level":"needs_review","risk_label":"Needs review","warnings":["Dependency or permission surface needs review","Permission surface may require sandboxing","Quality score needs review","Permission surface needs review: secrets or environment access, shell or command execution","Dependency/runtime risk: command execution surface, credential or environment access","Permission surface: secrets or environment access, shell or command execution"]},"safety_gate":{"tier":"blocked","label":"Blocked for auto-install","auto_install_policy":"block","auto_install_allowed":false,"human_review_required":true,"blocked":true,"recommended_action":"Do not auto-install. Inspect the source, dependencies, and permission surface first."},"quality":{"score":80,"label":"Strong"},"supply":{"track":"Coding and developer agents","scenario":"Coding agents","maintenance":"3mo since push","risk":"Needs review"},"alternative_skills":[{"slug":"anomalyco-opencode","name":"Opencode","url":"https://www.openagentskill.com/skills/anomalyco-opencode","stars":175041,"install_command":"npx skills add anomalyco/opencode","trust_score":93,"audit_score":95},{"slug":"puppeteer-puppeteer","name":"Puppeteer","url":"https://www.openagentskill.com/skills/puppeteer-puppeteer","stars":94783,"install_command":"npx skills add puppeteer/puppeteer","trust_score":92,"audit_score":94},{"slug":"openai-codex","name":"Codex","url":"https://www.openagentskill.com/skills/openai-codex","stars":91367,"install_command":"npx skills add openai/codex","trust_score":90,"audit_score":93},{"slug":"hoppscotch-hoppscotch","name":"Hoppscotch","url":"https://www.openagentskill.com/skills/hoppscotch-hoppscotch","stars":79567,"install_command":"npx skills add hoppscotch/hoppscotch","trust_score":90,"audit_score":93}],"do_not_use_when":["teams that need a vendor-supported SLA","high-compliance environments without internal security review","No major risk signals from current metadata","High-risk permission hints: Shell or command execution, Secrets or environment access","Dependency or permission surface needs review","Permission surface may require sandboxing","Quality score needs review","Permission surface needs review: secrets or environment access, shell or command execution"],"agent_contract":{"task_input":"Evaluate Tokentap before installing it in an AI agent workflow","recommended_action":"Do not auto-install. Inspect the source, dependencies, and permission surface first.","install_policy":"block","minimum_review_before_use":["Trust: 76/100 Strong shortlist","Audit: 81/100 Needs review","Safety: 41/100 Avoid automatic install","Review repository, license, install command, and permission surface before production use."],"expected_agent_output":{"selected_skill":"jmuncor-tokentap (Tokentap)","install_command":"npx skills add jmuncor/tokentap","risk_summary":"Needs review; Blocked for auto-install; Review before production","verification_result":"Report the smallest successful task, files touched, warnings, and any missing setup."}},"endpoints":{"web":"https://www.openagentskill.com/skills/jmuncor-tokentap","api":"https://www.openagentskill.com/api/agent/skills/jmuncor-tokentap","audit":"https://www.openagentskill.com/skills/jmuncor-tokentap/audit","eval":"https://www.openagentskill.com/api/agent/evals?slug=jmuncor-tokentap&task=Evaluate%20Tokentap%20before%20installing%20it%20in%20an%20AI%20agent%20workflow&max_risk=medium","resolve":"https://www.openagentskill.com/api/agent/resolve?task=Evaluate%20Tokentap%20before%20installing%20it%20in%20an%20AI%20agent%20workflow&agent=codex&max_risk=medium","install":"https://www.openagentskill.com/api/skills/jmuncor-tokentap/install","manifest":"https://www.openagentskill.com/api/registry/manifest/jmuncor-tokentap"}},"endpoints":{"web":"https://www.openagentskill.com/skills/jmuncor-tokentap","api":"https://www.openagentskill.com/api/agent/skills/jmuncor-tokentap","eval":"https://www.openagentskill.com/api/agent/evals?slug=jmuncor-tokentap","audit":"https://www.openagentskill.com/skills/jmuncor-tokentap/audit","resolve":"https://www.openagentskill.com/api/agent/resolve?task=Evaluate%20Tokentap%20before%20installing%20it%20in%20an%20AI%20agent%20workflow&agent=codex&max_risk=medium"}},"meta":{"endpoint":"/api/agent/evals","mode":"skill_eval","purpose":"Pre-install eval contract for a single skill. Agents should read this before installing a reusable skill.","generated_at":"2026-06-23T18:09:19.439Z"}}