{"eval":{"version":"openagentskill-skill-eval-v1","slug":"bellingcat-open-source-research-notebooks","name":"Open Source Research Notebooks","generated_at":"2026-07-04T01:10:44.188Z","task_input":"Evaluate Open Source Research Notebooks before installing it in an AI agent workflow","status":"review","score":61,"risk_level":"medium","decision":{"recommendation":"manual_review","reason":"Test manually in an isolated workspace and compare against safer alternatives.","auto_install_allowed":false,"policy":"review","human_review_required":true},"task_fit":{"score":94,"suited_tasks":["Research agents workflows","Claude Code teams","builders willing to evaluate younger projects","Search sources","Extract claims","Synthesize findings","Inspect source files","Explain architecture"],"suited_agents":["Jupyter Notebook","Notebook","Codex","Claude Code","Cursor","OpenAgentSkill CLI","CLI"]},"install":{"command":"npx skills add bellingcat/open-source-research-notebooks","ready":true,"policy":"review","safety_label":"Avoid automatic install","targets":[{"id":"openagentskill-cli","label":"CLI","kind":"command","value":"npx skills add bellingcat/open-source-research-notebooks"},{"id":"codex","label":"Codex","kind":"agent-prompt","value":"Install the \"Open Source Research Notebooks\" agent skill from https://github.com/bellingcat/open-source-research-notebooks. 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: Jupyter notebooks helping open source researchers, journalists, and fact-checkers use command line tools and code projects for digital investigations."},{"id":"claude-code","label":"Claude Code","kind":"agent-prompt","value":"Add \"Open Source Research Notebooks\" as a Claude Code skill from https://github.com/bellingcat/open-source-research-notebooks. 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: Jupyter notebooks helping open source researchers, journalists, and fact-checkers use command line tools and code projects for digital investigations."},{"id":"cursor","label":"Cursor","kind":"agent-prompt","value":"Turn \"Open Source Research Notebooks\" from https://github.com/bellingcat/open-source-research-notebooks 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: Jupyter notebooks helping open source researchers, journalists, and fact-checkers use command line tools and code projects for digital investigations."}]},"trust":{"score":73,"label":"Strong shortlist","version":"trust-score-v4","evidence":{"stars":"307 GitHub stars","repoActivity":"307 stars, 30 forks","lastPushed":"1y since push","license":"MIT","repository":"https://github.com/bellingcat/open-source-research-notebooks","install":"npx skills add bellingcat/open-source-research-notebooks","installSafety":"standard package or runtime install path","permissionSurface":"shell or command execution, filesystem or document access","documentation":"Strong README/SKILL.md context","agentOutcomes":"No agent outcome data yet"}},"audit":{"score":66,"risk_level":"needs_review","risk_label":"Needs review","warnings":["Repository appears stale","Repository looks stale","Quality score needs review","Stars/forks activity: 307 stars, 30 forks; issue activity unavailable in current metadata","Recent maintenance: 1y since push"]},"safety_gate":{"score":38,"tier":"experimental","label":"Experimental","auto_install_policy":"review","blocked":false,"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"}],"policy_warnings":["High-risk permission hints: Shell or command execution","Repository appears stale"]},"checks":[{"id":"task_fit","label":"Task fit","status":"pass","score":94,"required_for_auto_install":true,"detail":"Task wording matches this skill metadata.","evidence":["Evaluate Open Source Research Notebooks before installing it in an AI agent workflow","data-analysis","Research agents workflows; Claude Code teams; builders willing to evaluate younger projects"]},{"id":"install_path","label":"Install path","status":"pass","score":92,"required_for_auto_install":true,"detail":"Install handoff is available.","evidence":["npx skills add bellingcat/open-source-research-notebooks"]},{"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 bellingcat/open-source-research-notebooks"]},{"id":"trust_score","label":"Trust score","status":"warn","score":73,"required_for_auto_install":true,"detail":"Good trust signals with a few areas worth checking before rollout.","evidence":["Strong shortlist","307 GitHub stars","MIT"]},{"id":"audit_score","label":"Audit score","status":"warn","score":66,"required_for_auto_install":true,"detail":"Needs review","evidence":["Repository appears stale"]},{"id":"agent_safety_gate","label":"Agent safety gate","status":"warn","score":38,"required_for_auto_install":true,"detail":"Sparse or mixed signals. Useful for discovery, but not for autonomous installation.","evidence":["Test manually in an isolated workspace and compare against safer alternatives.","High-risk permission hints: Shell or command execution"]},{"id":"readme_skillmd_completeness","label":"README/SKILL.md completeness","status":"pass","score":90,"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":"fail","score":38,"required_for_auto_install":false,"detail":"1y since push","evidence":["1y since push"]},{"id":"permission_surface","label":"Permission surface","status":"warn","score":62,"required_for_auto_install":true,"detail":"shell or command execution, filesystem or document access","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":["d3-d3","grafana-grafana","apache-superset","apache-echarts"]}],"blockers":[],"warnings":["Trust score: Good trust signals with a few areas worth checking before rollout.","Audit score: Needs review","Agent safety gate: Sparse or mixed signals. Useful for discovery, but not for autonomous installation.","Permission surface: shell or command execution, filesystem or document access","High-risk permission hints: Shell or command execution","Repository appears stale","Repository looks stale","Quality score needs review","Stars/forks activity: 307 stars, 30 forks; issue activity unavailable in current metadata","Recent maintenance: 1y since push"],"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 require actively maintained dependencies","production agents without a repository review","Repository looks stale","High-risk permission hints: Shell or command execution","Repository appears stale","Quality score needs review","Stars/forks activity: 307 stars, 30 forks; issue activity unavailable in current metadata","Recent maintenance: 1y since push"],"alternatives":[{"slug":"d3-d3","name":"D3","url":"https://www.openagentskill.com/skills/d3-d3","stars":113096,"install_command":"npx skills add d3/d3","trust_score":89,"audit_score":91},{"slug":"grafana-grafana","name":"Grafana","url":"https://www.openagentskill.com/skills/grafana-grafana","stars":74422,"install_command":"npx skills add grafana/grafana","trust_score":92,"audit_score":94},{"slug":"apache-superset","name":"Superset","url":"https://www.openagentskill.com/skills/apache-superset","stars":73285,"install_command":"npx skills add apache/superset","trust_score":92,"audit_score":95},{"slug":"apache-echarts","name":"Echarts","url":"https://www.openagentskill.com/skills/apache-echarts","stars":66600,"install_command":"npx skills add apache/echarts","trust_score":91,"audit_score":92}],"machine_metadata":{"version":"openagentskill-agent-metadata-v2","skill":{"slug":"bellingcat-open-source-research-notebooks","name":"Open Source Research Notebooks","description":"Jupyter notebooks helping open source researchers, journalists, and fact-checkers use command line tools and code projects for digital investigations.","category":"data-analysis","url":"https://www.openagentskill.com/skills/bellingcat-open-source-research-notebooks","repository":"https://github.com/bellingcat/open-source-research-notebooks","github_repo":"bellingcat/open-source-research-notebooks"},"suited_tasks":["Research agents workflows","Claude Code teams","builders willing to evaluate younger projects","Search sources","Extract claims","Synthesize findings","Inspect source files","Explain architecture"],"suited_agents":["Jupyter Notebook","Notebook","Codex","Claude Code","Cursor","OpenAgentSkill CLI","CLI"],"install":{"command":"npx skills add bellingcat/open-source-research-notebooks","ready":true,"targets":[{"id":"openagentskill-cli","label":"CLI","kind":"command","value":"npx skills add bellingcat/open-source-research-notebooks"},{"id":"codex","label":"Codex","kind":"agent-prompt","value":"Install the \"Open Source Research Notebooks\" agent skill from https://github.com/bellingcat/open-source-research-notebooks. 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: Jupyter notebooks helping open source researchers, journalists, and fact-checkers use command line tools and code projects for digital investigations."},{"id":"claude-code","label":"Claude Code","kind":"agent-prompt","value":"Add \"Open Source Research Notebooks\" as a Claude Code skill from https://github.com/bellingcat/open-source-research-notebooks. 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: Jupyter notebooks helping open source researchers, journalists, and fact-checkers use command line tools and code projects for digital investigations."},{"id":"cursor","label":"Cursor","kind":"agent-prompt","value":"Turn \"Open Source Research Notebooks\" from https://github.com/bellingcat/open-source-research-notebooks 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: Jupyter notebooks helping open source researchers, journalists, and fact-checkers use command line tools and code projects for digital investigations."}],"handoff_url":"https://www.openagentskill.com/api/skills/bellingcat-open-source-research-notebooks/install","manifest_url":"https://www.openagentskill.com/api/registry/manifest/bellingcat-open-source-research-notebooks"},"trust":{"score":73,"label":"Strong shortlist","version":"trust-score-v4","install_policy":"human_review_before_install","evidence":{"stars":"307 GitHub stars","repoActivity":"307 stars, 30 forks","lastPushed":"1y since push","license":"MIT","repository":"https://github.com/bellingcat/open-source-research-notebooks","install":"npx skills add bellingcat/open-source-research-notebooks","installSafety":"standard package or runtime install path","permissionSurface":"shell or command execution, filesystem or document access","documentation":"Strong README/SKILL.md context","agentOutcomes":"No agent outcome data yet"},"outcome_evidence":{"total":0,"successes":0,"failures":0,"not_relevant":0,"success_rate":null,"recent_success_rate":null,"recent_failure_rate":null,"install_attempts":0,"install_success_rate":null,"risk_blocked":0,"setup_required":0,"avg_output_quality":null,"production_outcomes":0,"last_outcome_at":null,"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":["data-analysis","notebook","data","open-source-research","python","jupyter notebook"],"known_risks":["Repository looks stale","Quality score needs review","Stars/forks activity: 307 stars, 30 forks; issue activity unavailable in current metadata","Recent maintenance: 1y since push"]},"agent_proven":{"version":"agent-proven-v1","score":0,"tier":"unproven","label":"Needs first agent run","summary":"No agent outcome reports yet. Use Resolve, run one narrow sandbox task, then report the result.","metrics":{"totalOutcomes":0,"successfulOutcomes":0,"failedOutcomes":0,"installAttempts":0,"installSuccessRate":null,"successRate":null,"recentSuccessRate":null,"recentFailureRate":null,"riskBlocked":0,"setupRequired":0,"notRelevant":0,"avgOutputQuality":null,"avgTimeToUsefulMs":null,"productionOutcomes":0,"humanReviewRequired":0,"uniqueAgents":0,"lastOutcomeAt":null},"signals":[],"penalties":["No real agent outcome evidence yet"]},"audit":{"score":66,"risk_level":"needs_review","risk_label":"Needs review","warnings":["Repository appears stale","Repository looks stale","Quality score needs review","Stars/forks activity: 307 stars, 30 forks; issue activity unavailable in current metadata","Recent maintenance: 1y since push"]},"safety_gate":{"tier":"experimental","label":"Experimental","auto_install_policy":"review","auto_install_allowed":false,"human_review_required":true,"blocked":false,"recommended_action":"Test manually in an isolated workspace and compare against safer alternatives."},"quality":{"score":51,"label":"Needs review"},"supply":{"track":"Research and knowledge work","scenario":"Research agents","maintenance":"1y since push","risk":"Needs review"},"alternative_skills":[{"slug":"d3-d3","name":"D3","url":"https://www.openagentskill.com/skills/d3-d3","stars":113096,"install_command":"npx skills add d3/d3","trust_score":89,"audit_score":91},{"slug":"grafana-grafana","name":"Grafana","url":"https://www.openagentskill.com/skills/grafana-grafana","stars":74422,"install_command":"npx skills add grafana/grafana","trust_score":92,"audit_score":94},{"slug":"apache-superset","name":"Superset","url":"https://www.openagentskill.com/skills/apache-superset","stars":73285,"install_command":"npx skills add apache/superset","trust_score":92,"audit_score":95},{"slug":"apache-echarts","name":"Echarts","url":"https://www.openagentskill.com/skills/apache-echarts","stars":66600,"install_command":"npx skills add apache/echarts","trust_score":91,"audit_score":92}],"do_not_use_when":["teams that require actively maintained dependencies","production agents without a repository review","Repository looks stale","High-risk permission hints: Shell or command execution","Repository appears stale","Quality score needs review","Stars/forks activity: 307 stars, 30 forks; issue activity unavailable in current metadata","Recent maintenance: 1y since push"],"agent_contract":{"task_input":"Evaluate Open Source Research Notebooks before installing it in an AI agent workflow","recommended_action":"Test manually in an isolated workspace and compare against safer alternatives.","install_policy":"review","minimum_review_before_use":["Trust: 73/100 Strong shortlist","Audit: 66/100 Needs review","Safety: 38/100 Avoid automatic install","Review repository, license, install command, and permission surface before production use."],"expected_agent_output":{"selected_skill":"bellingcat-open-source-research-notebooks (Open Source Research Notebooks)","install_command":"npx skills add bellingcat/open-source-research-notebooks","risk_summary":"Needs review; Experimental; Review before production","verification_result":"Report the smallest successful task, files touched, warnings, and any missing setup."}},"outcome_feedback":{"endpoint":"https://www.openagentskill.com/api/agent/outcome","method":"POST","requires_resolve_event_id":true,"event_id_source":"Use install_receipt.outcome_feedback.event_id or feedback.event_id returned by /api/agent/resolve for the current task.","expected_outcomes":["success","failed","not_relevant","blocked_by_risk","setup_required"],"payload_template":{"event_id":"<install_receipt.outcome_feedback.event_id or feedback.event_id from /api/agent/resolve>","skill_slug":"bellingcat-open-source-research-notebooks","task":"Evaluate Open Source Research Notebooks before installing it in an AI agent workflow","agent":"codex","outcome":"success","install_used":true,"risk_blocked":false,"setup_required":false,"task_success":true,"output_quality":4,"error_type":null,"human_review_required":false,"workspace":"sandbox","time_to_useful_ms":120000,"notes":"Report the smallest successful task, setup friction, files touched, and risk notes."}},"endpoints":{"web":"https://www.openagentskill.com/skills/bellingcat-open-source-research-notebooks","api":"https://www.openagentskill.com/api/agent/skills/bellingcat-open-source-research-notebooks","audit":"https://www.openagentskill.com/skills/bellingcat-open-source-research-notebooks/audit","eval":"https://www.openagentskill.com/api/agent/evals?slug=bellingcat-open-source-research-notebooks&task=Evaluate%20Open%20Source%20Research%20Notebooks%20before%20installing%20it%20in%20an%20AI%20agent%20workflow&max_risk=medium","resolve":"https://www.openagentskill.com/api/agent/resolve?task=Evaluate%20Open%20Source%20Research%20Notebooks%20before%20installing%20it%20in%20an%20AI%20agent%20workflow&agent=codex&max_risk=medium","receipt":"https://www.openagentskill.com/api/agent/receipt?task=Evaluate%20Open%20Source%20Research%20Notebooks%20before%20installing%20it%20in%20an%20AI%20agent%20workflow&agent=codex&max_risk=medium&format=text","install":"https://www.openagentskill.com/api/skills/bellingcat-open-source-research-notebooks/install","manifest":"https://www.openagentskill.com/api/registry/manifest/bellingcat-open-source-research-notebooks"}},"endpoints":{"web":"https://www.openagentskill.com/skills/bellingcat-open-source-research-notebooks","api":"https://www.openagentskill.com/api/agent/skills/bellingcat-open-source-research-notebooks","eval":"https://www.openagentskill.com/api/agent/evals?slug=bellingcat-open-source-research-notebooks","audit":"https://www.openagentskill.com/skills/bellingcat-open-source-research-notebooks/audit","resolve":"https://www.openagentskill.com/api/agent/resolve?task=Evaluate%20Open%20Source%20Research%20Notebooks%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":"2026-07-04T01:10:44.188Z"}}