{"eval":{"version":"openagentskill-skill-eval-v1","slug":"openbb","name":"OpenBB","generated_at":"2026-06-20T17:47:27.606Z","task_input":"Evaluate OpenBB before installing it in an AI agent workflow","status":"review","score":86,"risk_level":"medium","decision":{"recommendation":"manual_review","reason":"Require human approval before installing into a real workspace.","auto_install_allowed":false,"policy":"review","human_review_required":true},"task_fit":{"score":70,"suited_tasks":["Research agents workflows","Claude Code teams","teams that value GitHub adoption signals","Search sources","Extract claims","Synthesize findings","Retrieve market data","Compare financial signals"],"suited_agents":["Python","Codex","Claude Code","Cursor","OpenAgentSkill CLI","OpenAI Agents","CLI"]},"install":{"command":"npx skills add OpenBB-finance/OpenBB","ready":true,"policy":"review","safety_label":"Review before install","targets":[{"id":"openagentskill-cli","label":"CLI","kind":"command","value":"npx skills add OpenBB-finance/OpenBB"},{"id":"codex","label":"Codex","kind":"agent-prompt","value":"Install the \"OpenBB\" agent skill from https://github.com/OpenBB-finance/OpenBB. 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: Open-source investment research platform for financial analysis agents."},{"id":"claude-code","label":"Claude Code","kind":"agent-prompt","value":"Add \"OpenBB\" as a Claude Code skill from https://github.com/OpenBB-finance/OpenBB. 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: Open-source investment research platform for financial analysis agents."},{"id":"cursor","label":"Cursor","kind":"agent-prompt","value":"Turn \"OpenBB\" from https://github.com/OpenBB-finance/OpenBB 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: Open-source investment research platform for financial analysis agents."}]},"trust":{"score":83,"label":"Strong shortlist","version":"trust-score-v3","evidence":{"stars":"46K GitHub stars","repoActivity":"46K stars, 0 forks","lastPushed":"19d since push","license":"Unknown","repository":"https://github.com/OpenBB-finance/OpenBB","install":"npx skills add OpenBB-finance/OpenBB","installSafety":"standard package or runtime install path","permissionSurface":"no high-risk permission surface in public metadata","documentation":"Thin public metadata"}},"audit":{"score":90,"risk_level":"needs_review","risk_label":"Needs review","warnings":["License is unclear","Documentation summary is thin","License clarity: Unknown","README/SKILL.md completeness: Public metadata needs stronger README/SKILL.md context"]},"safety_gate":{"score":78,"tier":"reviewed","label":"Reviewed with permission notes","auto_install_policy":"review","blocked":false,"permission_hints":[{"id":"network","label":"Network access","reason":"Skill likely fetches remote pages, APIs, repositories, or external services.","severity":"medium"}],"policy_warnings":["License is unclear"]},"checks":[{"id":"task_fit","label":"Task fit","status":"warn","score":70,"required_for_auto_install":true,"detail":"Task fit is weak; compare alternatives before selecting.","evidence":["Evaluate OpenBB before installing it in an AI agent workflow","Finance","Research 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 OpenBB-finance/OpenBB"]},{"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 OpenBB-finance/OpenBB"]},{"id":"trust_score","label":"Trust score","status":"pass","score":83,"required_for_auto_install":true,"detail":"Good trust signals with a few areas worth checking before rollout.","evidence":["Strong shortlist","46K GitHub stars","Unknown"]},{"id":"audit_score","label":"Audit score","status":"warn","score":90,"required_for_auto_install":true,"detail":"Needs review","evidence":["License is unclear"]},{"id":"agent_safety_gate","label":"Agent safety gate","status":"warn","score":78,"required_for_auto_install":true,"detail":"Usable candidate, but the agent should surface permission and audit notes before installation.","evidence":["Require human approval before installing into a real workspace.","License is unclear"]},{"id":"readme_skillmd_completeness","label":"README/SKILL.md completeness","status":"fail","score":50,"required_for_auto_install":false,"detail":"Public metadata needs stronger README/SKILL.md context","evidence":["Thin public metadata"]},{"id":"license_clarity","label":"License clarity","status":"warn","score":42,"required_for_auto_install":true,"detail":"Unknown","evidence":["Unknown"]},{"id":"recent_maintenance","label":"Recent maintenance","status":"pass","score":100,"required_for_auto_install":false,"detail":"19d since push","evidence":["19d since push"]},{"id":"permission_surface","label":"Permission surface","status":"pass","score":100,"required_for_auto_install":true,"detail":"no high-risk permission surface in public metadata","evidence":["Network access: medium"]},{"id":"alternatives","label":"Alternatives available","status":"info","score":55,"required_for_auto_install":false,"detail":"No close alternatives were found in the current shortlist.","evidence":[]}],"blockers":[],"warnings":["Task fit: Task fit is weak; compare alternatives before selecting.","Audit score: Needs review","Agent safety gate: Usable candidate, but the agent should surface permission and audit notes before installation.","License clarity: Unknown","License is unclear","Documentation summary is thin","README/SKILL.md completeness: Public metadata needs stronger README/SKILL.md context"],"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 OpenAgentSkill engagement data yet","License is unclear","Documentation summary is thin","License clarity: Unknown","README/SKILL.md completeness: Public metadata needs stronger README/SKILL.md context","production agents without a sandbox test and repository review"],"alternatives":[],"machine_metadata":{"version":"openagentskill-agent-metadata-v2","skill":{"slug":"openbb","name":"OpenBB","description":"Open-source investment research platform for financial analysis agents.","category":"Finance","url":"https://www.openagentskill.com/skills/openbb","repository":"https://github.com/OpenBB-finance/OpenBB","github_repo":"OpenBB-finance/OpenBB"},"suited_tasks":["Research agents workflows","Claude Code teams","teams that value GitHub adoption signals","Search sources","Extract claims","Synthesize findings","Retrieve market data","Compare financial signals"],"suited_agents":["Python","Codex","Claude Code","Cursor","OpenAgentSkill CLI","OpenAI Agents","CLI"],"install":{"command":"npx skills add OpenBB-finance/OpenBB","ready":true,"targets":[{"id":"openagentskill-cli","label":"CLI","kind":"command","value":"npx skills add OpenBB-finance/OpenBB"},{"id":"codex","label":"Codex","kind":"agent-prompt","value":"Install the \"OpenBB\" agent skill from https://github.com/OpenBB-finance/OpenBB. 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: Open-source investment research platform for financial analysis agents."},{"id":"claude-code","label":"Claude Code","kind":"agent-prompt","value":"Add \"OpenBB\" as a Claude Code skill from https://github.com/OpenBB-finance/OpenBB. 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: Open-source investment research platform for financial analysis agents."},{"id":"cursor","label":"Cursor","kind":"agent-prompt","value":"Turn \"OpenBB\" from https://github.com/OpenBB-finance/OpenBB 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: Open-source investment research platform for financial analysis agents."}],"handoff_url":"https://www.openagentskill.com/api/skills/openbb/install","manifest_url":"https://www.openagentskill.com/api/registry/manifest/openbb"},"trust":{"score":83,"label":"Strong shortlist","version":"trust-score-v3","install_policy":"human_review_before_install","evidence":{"stars":"46K GitHub stars","repoActivity":"46K stars, 0 forks","lastPushed":"19d since push","license":"Unknown","repository":"https://github.com/OpenBB-finance/OpenBB","install":"npx skills add OpenBB-finance/OpenBB","installSafety":"standard package or runtime install path","permissionSurface":"no high-risk permission surface in public metadata","documentation":"Thin public metadata"}},"audit":{"score":90,"risk_level":"needs_review","risk_label":"Needs review","warnings":["License is unclear","Documentation summary is thin","License clarity: Unknown","README/SKILL.md completeness: Public metadata needs stronger README/SKILL.md context"]},"safety_gate":{"tier":"reviewed","label":"Reviewed with permission notes","auto_install_policy":"review","auto_install_allowed":false,"human_review_required":true,"blocked":false,"recommended_action":"Require human approval before installing into a real workspace."},"quality":{"score":100,"label":"Excellent"},"supply":{"track":"Finance and quant workflows","scenario":"Finance and quant","maintenance":"19d since push","risk":"Needs review"},"alternative_skills":[],"do_not_use_when":["teams that need a vendor-supported SLA","high-compliance environments without internal security review","No OpenAgentSkill engagement data yet","License is unclear","Documentation summary is thin","License clarity: Unknown","README/SKILL.md completeness: Public metadata needs stronger README/SKILL.md context","production agents without a sandbox test and repository review"],"agent_contract":{"task_input":"Evaluate OpenBB before installing it in an AI agent workflow","recommended_action":"Require human approval before installing into a real workspace.","install_policy":"review","minimum_review_before_use":["Trust: 83/100 Strong shortlist","Audit: 90/100 Needs review","Safety: 78/100 Review before install","Review repository, license, install command, and permission surface before production use."],"expected_agent_output":{"selected_skill":"openbb (OpenBB)","install_command":"npx skills add OpenBB-finance/OpenBB","risk_summary":"Needs review; Reviewed with permission notes; Review before production","verification_result":"Report the smallest successful task, files touched, warnings, and any missing setup."}},"endpoints":{"web":"https://www.openagentskill.com/skills/openbb","api":"https://www.openagentskill.com/api/agent/skills/openbb","audit":"https://www.openagentskill.com/skills/openbb/audit","eval":"https://www.openagentskill.com/api/agent/evals?slug=openbb&task=Evaluate%20OpenBB%20before%20installing%20it%20in%20an%20AI%20agent%20workflow&max_risk=medium","resolve":"https://www.openagentskill.com/api/agent/resolve?task=Evaluate%20OpenBB%20before%20installing%20it%20in%20an%20AI%20agent%20workflow&agent=codex&max_risk=medium","install":"https://www.openagentskill.com/api/skills/openbb/install","manifest":"https://www.openagentskill.com/api/registry/manifest/openbb"}},"endpoints":{"web":"https://www.openagentskill.com/skills/openbb","api":"https://www.openagentskill.com/api/agent/skills/openbb","eval":"https://www.openagentskill.com/api/agent/evals?slug=openbb","audit":"https://www.openagentskill.com/skills/openbb/audit","resolve":"https://www.openagentskill.com/api/agent/resolve?task=Evaluate%20OpenBB%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":"2026-06-20T17:47:27.606Z"}}