{"eval":{"version":"openagentskill-skill-eval-v1","slug":"sandbaseai-sandbase-skills-multi-source-search","name":"multi-source-search","generated_at":"2026-08-23T18:37:02.225Z","task_input":"Evaluate multi-source-search before installing it in an AI agent workflow","status":"failed","score":68,"risk_level":"high","decision":{"recommendation":"do_not_auto_install","reason":"Permission surface: shell or command execution, network or browser access","auto_install_allowed":false,"policy":"block","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","Chunk documents","Create embeddings"],"suited_agents":["Codex","Claude Code","Cursor","OpenAgentSkill CLI","OpenAI Agents","Browser agents","CLI"]},"install":{"command":"npx skills add sandbaseai/sandbase-skills --skill multi-source-search","ready":true,"policy":"review","safety_label":"Avoid automatic install","targets":[{"id":"openagentskill-cli","label":"CLI","kind":"command","value":"npx --yes https://github.com/Leon-Drq/openagentskill/releases/download/cli-v0.2.1/openagentskill-0.2.1.tgz install sandbaseai-sandbase-skills-multi-source-search"},{"id":"codex","label":"Codex","kind":"agent-prompt","value":"Install the \"multi-source-search\" agent skill from https://github.com/sandbaseai/sandbase-skills/tree/main/research/multi-source-search. 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: Portable multi-source research with cross-source validation and an offline evidence ledger. Use for fact-checking, comprehensive research, or any question requiring multiple independent perspectives; work with the host agent's search tools and optionally add SandBase Tavily, Exa, Scholar, and Cloudsway coverage. After the install attempt, report the result to https://www.openagentskill.com/api/agent/outcome with POST JSON {\"event_id\":\"install_<unique-id>\",\"skill_slug\":\"sandbaseai-sandbase-skills-multi-source-search\",\"task\":\"Install multi-source-search\",\"agent\":\"codex\",\"outcome\":\"success\",\"install_used\":true}. Replace event_id with a unique value and outcome with success or failed. Report success only after the skill is installed and a minimal verification passes."},{"id":"claude-code","label":"Claude Code","kind":"agent-prompt","value":"Add \"multi-source-search\" as a Claude Code skill from https://github.com/sandbaseai/sandbase-skills/tree/main/research/multi-source-search. 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: Portable multi-source research with cross-source validation and an offline evidence ledger. Use for fact-checking, comprehensive research, or any question requiring multiple independent perspectives; work with the host agent's search tools and optionally add SandBase Tavily, Exa, Scholar, and Cloudsway coverage. After the install attempt, report the result to https://www.openagentskill.com/api/agent/outcome with POST JSON {\"event_id\":\"install_<unique-id>\",\"skill_slug\":\"sandbaseai-sandbase-skills-multi-source-search\",\"task\":\"Install multi-source-search\",\"agent\":\"claude-code\",\"outcome\":\"success\",\"install_used\":true}. Replace event_id with a unique value and outcome with success or failed. Report success only after the skill is installed and a minimal verification passes."},{"id":"cursor","label":"Cursor","kind":"agent-prompt","value":"Turn \"multi-source-search\" from https://github.com/sandbaseai/sandbase-skills/tree/main/research/multi-source-search 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: Portable multi-source research with cross-source validation and an offline evidence ledger. Use for fact-checking, comprehensive research, or any question requiring multiple independent perspectives; work with the host agent's search tools and optionally add SandBase Tavily, Exa, Scholar, and Cloudsway coverage. After the install attempt, report the result to https://www.openagentskill.com/api/agent/outcome with POST JSON {\"event_id\":\"install_<unique-id>\",\"skill_slug\":\"sandbaseai-sandbase-skills-multi-source-search\",\"task\":\"Install multi-source-search\",\"agent\":\"cursor\",\"outcome\":\"success\",\"install_used\":true}. Replace event_id with a unique value and outcome with success or failed. Report success only after the skill is installed and a minimal verification passes."}]},"trust":{"score":65,"label":"Manual review","version":"trust-score-v4","evidence":{"stars":"20 GitHub stars","repoActivity":"20 stars, 1 forks","lastPushed":"4d since push","license":"Apache-2.0","repository":"https://github.com/sandbaseai/sandbase-skills/tree/main/research/multi-source-search","install":"npx skills add sandbaseai/sandbase-skills --skill multi-source-search","installSafety":"standard package or runtime install path","permissionSurface":"shell or command execution, network or browser access","documentation":"Strong README/SKILL.md context","agentOutcomes":"No agent outcome data yet"}},"audit":{"score":77,"risk_level":"needs_review","risk_label":"Needs review","warnings":["Permission surface may require sandboxing","The skill assumes the host agent has at least two distinct search capabilities; if not, it should explicitly state that the workflow cannot proceed and suggest alternatives.","The validator script is referenced but not fully provided in the excerpt; ensure it is complete and functional in the repository.","Low GitHub adoption signal","Quality score needs review","Permission surface needs review: shell or command execution, network or browser access","GitHub adoption: 20 GitHub stars","Stars/forks activity: 20 stars, 1 forks; issue activity unavailable in current metadata"]},"safety_gate":{"score":45,"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":"browser","label":"Browser automation","reason":"Skill may drive a browser or interact with web pages.","severity":"medium"},{"id":"network","label":"Network access","reason":"Skill likely fetches remote pages, APIs, repositories, or external services.","severity":"medium"},{"id":"database","label":"Database access","reason":"Skill may inspect schemas, query databases, or work with persistent stores.","severity":"medium"}],"policy_warnings":["High-risk permission hints: Shell or command execution","Permission surface may require sandboxing"]},"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 multi-source-search before installing it in an AI agent workflow","research","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 sandbaseai/sandbase-skills --skill multi-source-search"]},{"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 sandbaseai/sandbase-skills --skill multi-source-search"]},{"id":"trust_score","label":"Trust score","status":"warn","score":65,"required_for_auto_install":true,"detail":"Potentially useful, but at least one trust signal needs human inspection.","evidence":["Manual review","20 GitHub stars","Apache-2.0"]},{"id":"audit_score","label":"Audit score","status":"warn","score":77,"required_for_auto_install":true,"detail":"Needs review","evidence":["Permission surface may require sandboxing"]},{"id":"agent_safety_gate","label":"Agent safety gate","status":"warn","score":45,"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":94,"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":"Apache-2.0","evidence":["Apache-2.0"]},{"id":"recent_maintenance","label":"Recent maintenance","status":"pass","score":100,"required_for_auto_install":false,"detail":"4d since push","evidence":["4d since push"]},{"id":"permission_surface","label":"Permission surface","status":"fail","score":50,"required_for_auto_install":true,"detail":"shell or command execution, network or browser access","evidence":["Shell or command execution: high","Browser automation: medium","Network access: medium"]},{"id":"alternatives","label":"Alternatives available","status":"pass","score":82,"required_for_auto_install":false,"detail":"Alternative skills are available for comparison.","evidence":["mvanhorn-last30days-skill","imbad0202-academic-research-skills","assafelovic-gpt-researcher","alibaba-nlp-deepresearch"]}],"blockers":["Permission surface: shell or command execution, network or browser access"],"warnings":["Trust score: Potentially useful, but at least one trust signal needs human inspection.","Audit score: Needs review","Agent safety gate: Sparse or mixed signals. Useful for discovery, but not for autonomous installation.","High-risk permission hints: Shell or command execution","Permission surface may require sandboxing","The skill assumes the host agent has at least two distinct search capabilities; if not, it should explicitly state that the workflow cannot proceed and suggest alternatives.","The validator script is referenced but not fully provided in the excerpt; ensure it is complete and functional in the repository.","Low GitHub adoption signal","Quality score needs review","Permission surface needs review: shell or command execution, network or browser access","GitHub adoption: 20 GitHub stars","Stars/forks activity: 20 stars, 1 forks; issue activity unavailable in current metadata"],"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","production agents without a repository review","Low GitHub adoption signal","The skill assumes the host agent has at least two distinct search capabilities; if not, it should explicitly state that the workflow cannot proceed and suggest alternatives.","High-risk permission hints: Shell or command execution","Permission surface may require sandboxing","The validator script is referenced but not fully provided in the excerpt; ensure it is complete and functional in the repository.","Quality score needs review"],"alternatives":[{"slug":"mvanhorn-last30days-skill","name":"Last30days Skill","url":"https://www.openagentskill.com/skills/mvanhorn-last30days-skill","stars":53509,"install_command":"npx skills add mvanhorn/last30days-skill -g","trust_score":93,"audit_score":95},{"slug":"imbad0202-academic-research-skills","name":"Academic Research Skills","url":"https://www.openagentskill.com/skills/imbad0202-academic-research-skills","stars":38374,"install_command":"npx skills add Imbad0202/academic-research-skills","trust_score":89,"audit_score":91},{"slug":"assafelovic-gpt-researcher","name":"GPT Researcher","url":"https://www.openagentskill.com/skills/assafelovic-gpt-researcher","stars":27966,"install_command":"npx skills add assafelovic/gpt-researcher","trust_score":85,"audit_score":90},{"slug":"alibaba-nlp-deepresearch","name":"DeepResearch","url":"https://www.openagentskill.com/skills/alibaba-nlp-deepresearch","stars":19832,"install_command":"npx skills add Alibaba-NLP/DeepResearch","trust_score":89,"audit_score":90}],"machine_metadata":{"version":"openagentskill-agent-metadata-v2","skill":{"slug":"sandbaseai-sandbase-skills-multi-source-search","name":"multi-source-search","description":"Portable multi-source research with cross-source validation and an offline evidence ledger. Use for fact-checking, comprehensive research, or any question requiring multiple independent perspectives; work with the host agent's search tools and optionally add SandBase Tavily, Exa, Scholar, and Cloudsway coverage.","category":"research","url":"https://www.openagentskill.com/skills/sandbaseai-sandbase-skills-multi-source-search","repository":"https://github.com/sandbaseai/sandbase-skills/tree/main/research/multi-source-search","github_repo":"sandbaseai/sandbase-skills"},"suited_tasks":["Research agents workflows","Claude Code teams","builders willing to evaluate younger projects","Search sources","Extract claims","Synthesize findings","Chunk documents","Create embeddings"],"suited_agents":["Codex","Claude Code","Cursor","OpenAgentSkill CLI","OpenAI Agents","Browser agents","CLI"],"install":{"command":"npx skills add sandbaseai/sandbase-skills --skill multi-source-search","ready":true,"targets":[{"id":"openagentskill-cli","label":"CLI","kind":"command","value":"npx --yes https://github.com/Leon-Drq/openagentskill/releases/download/cli-v0.2.1/openagentskill-0.2.1.tgz install sandbaseai-sandbase-skills-multi-source-search"},{"id":"codex","label":"Codex","kind":"agent-prompt","value":"Install the \"multi-source-search\" agent skill from https://github.com/sandbaseai/sandbase-skills/tree/main/research/multi-source-search. 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: Portable multi-source research with cross-source validation and an offline evidence ledger. Use for fact-checking, comprehensive research, or any question requiring multiple independent perspectives; work with the host agent's search tools and optionally add SandBase Tavily, Exa, Scholar, and Cloudsway coverage. After the install attempt, report the result to https://www.openagentskill.com/api/agent/outcome with POST JSON {\"event_id\":\"install_<unique-id>\",\"skill_slug\":\"sandbaseai-sandbase-skills-multi-source-search\",\"task\":\"Install multi-source-search\",\"agent\":\"codex\",\"outcome\":\"success\",\"install_used\":true}. Replace event_id with a unique value and outcome with success or failed. Report success only after the skill is installed and a minimal verification passes."},{"id":"claude-code","label":"Claude Code","kind":"agent-prompt","value":"Add \"multi-source-search\" as a Claude Code skill from https://github.com/sandbaseai/sandbase-skills/tree/main/research/multi-source-search. 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: Portable multi-source research with cross-source validation and an offline evidence ledger. Use for fact-checking, comprehensive research, or any question requiring multiple independent perspectives; work with the host agent's search tools and optionally add SandBase Tavily, Exa, Scholar, and Cloudsway coverage. After the install attempt, report the result to https://www.openagentskill.com/api/agent/outcome with POST JSON {\"event_id\":\"install_<unique-id>\",\"skill_slug\":\"sandbaseai-sandbase-skills-multi-source-search\",\"task\":\"Install multi-source-search\",\"agent\":\"claude-code\",\"outcome\":\"success\",\"install_used\":true}. Replace event_id with a unique value and outcome with success or failed. Report success only after the skill is installed and a minimal verification passes."},{"id":"cursor","label":"Cursor","kind":"agent-prompt","value":"Turn \"multi-source-search\" from https://github.com/sandbaseai/sandbase-skills/tree/main/research/multi-source-search 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: Portable multi-source research with cross-source validation and an offline evidence ledger. Use for fact-checking, comprehensive research, or any question requiring multiple independent perspectives; work with the host agent's search tools and optionally add SandBase Tavily, Exa, Scholar, and Cloudsway coverage. After the install attempt, report the result to https://www.openagentskill.com/api/agent/outcome with POST JSON {\"event_id\":\"install_<unique-id>\",\"skill_slug\":\"sandbaseai-sandbase-skills-multi-source-search\",\"task\":\"Install multi-source-search\",\"agent\":\"cursor\",\"outcome\":\"success\",\"install_used\":true}. Replace event_id with a unique value and outcome with success or failed. Report success only after the skill is installed and a minimal verification passes."}],"handoff_url":"https://www.openagentskill.com/api/skills/sandbaseai-sandbase-skills-multi-source-search/install","manifest_url":"https://www.openagentskill.com/api/registry/manifest/sandbaseai-sandbase-skills-multi-source-search"},"trust":{"score":65,"label":"Manual review","version":"trust-score-v4","install_policy":"human_review_before_install","evidence":{"stars":"20 GitHub stars","repoActivity":"20 stars, 1 forks","lastPushed":"4d since push","license":"Apache-2.0","repository":"https://github.com/sandbaseai/sandbase-skills/tree/main/research/multi-source-search","install":"npx skills add sandbaseai/sandbase-skills --skill multi-source-search","installSafety":"standard package or runtime install path","permissionSurface":"shell or command execution, network or browser 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":["research","multi-source-research","fact-checking","evidence-ledger","agent-skills","codex"],"known_risks":["The skill assumes the host agent has at least two distinct search capabilities; if not, it should explicitly state that the workflow cannot proceed and suggest alternatives.","Low GitHub adoption signal","Quality score needs review","Permission surface needs review: shell or command execution, network or browser access","GitHub adoption: 20 GitHub stars","Stars/forks activity: 20 stars, 1 forks; issue activity unavailable in current metadata","Permission surface: shell or command execution, network or browser access"]},"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":77,"risk_level":"needs_review","risk_label":"Needs review","warnings":["Permission surface may require sandboxing","The skill assumes the host agent has at least two distinct search capabilities; if not, it should explicitly state that the workflow cannot proceed and suggest alternatives.","The validator script is referenced but not fully provided in the excerpt; ensure it is complete and functional in the repository.","Low GitHub adoption signal","Quality score needs review","Permission surface needs review: shell or command execution, network or browser access","GitHub adoption: 20 GitHub stars","Stars/forks activity: 20 stars, 1 forks; issue activity unavailable in current metadata"]},"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":72,"label":"Strong"},"supply":{"track":"Research and knowledge work","scenario":"Research agents","maintenance":"4d since push","risk":"Needs review"},"alternative_skills":[{"slug":"mvanhorn-last30days-skill","name":"Last30days Skill","url":"https://www.openagentskill.com/skills/mvanhorn-last30days-skill","stars":53509,"install_command":"npx skills add mvanhorn/last30days-skill -g","trust_score":93,"audit_score":95},{"slug":"imbad0202-academic-research-skills","name":"Academic Research Skills","url":"https://www.openagentskill.com/skills/imbad0202-academic-research-skills","stars":38374,"install_command":"npx skills add Imbad0202/academic-research-skills","trust_score":89,"audit_score":91},{"slug":"assafelovic-gpt-researcher","name":"GPT Researcher","url":"https://www.openagentskill.com/skills/assafelovic-gpt-researcher","stars":27966,"install_command":"npx skills add assafelovic/gpt-researcher","trust_score":85,"audit_score":90},{"slug":"alibaba-nlp-deepresearch","name":"DeepResearch","url":"https://www.openagentskill.com/skills/alibaba-nlp-deepresearch","stars":19832,"install_command":"npx skills add Alibaba-NLP/DeepResearch","trust_score":89,"audit_score":90}],"do_not_use_when":["teams that need a vendor-supported SLA","production agents without a repository review","Low GitHub adoption signal","The skill assumes the host agent has at least two distinct search capabilities; if not, it should explicitly state that the workflow cannot proceed and suggest alternatives.","High-risk permission hints: Shell or command execution","Permission surface may require sandboxing","The validator script is referenced but not fully provided in the excerpt; ensure it is complete and functional in the repository.","Quality score needs review"],"agent_contract":{"task_input":"Evaluate multi-source-search 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: 65/100 Manual review","Audit: 77/100 Needs review","Safety: 45/100 Avoid automatic install","Review repository, license, install command, and permission surface before production use."],"expected_agent_output":{"selected_skill":"sandbaseai-sandbase-skills-multi-source-search (multi-source-search)","install_command":"npx skills add sandbaseai/sandbase-skills --skill multi-source-search","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":"sandbaseai-sandbase-skills-multi-source-search","task":"Evaluate multi-source-search 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/sandbaseai-sandbase-skills-multi-source-search","api":"https://www.openagentskill.com/api/agent/skills/sandbaseai-sandbase-skills-multi-source-search","audit":"https://www.openagentskill.com/skills/sandbaseai-sandbase-skills-multi-source-search/audit","eval":"https://www.openagentskill.com/api/agent/evals?slug=sandbaseai-sandbase-skills-multi-source-search&task=Evaluate%20multi-source-search%20before%20installing%20it%20in%20an%20AI%20agent%20workflow&max_risk=medium","resolve":"https://www.openagentskill.com/api/agent/resolve?task=Evaluate%20multi-source-search%20before%20installing%20it%20in%20an%20AI%20agent%20workflow&agent=codex&max_risk=medium","receipt":"https://www.openagentskill.com/api/agent/receipt?task=Evaluate%20multi-source-search%20before%20installing%20it%20in%20an%20AI%20agent%20workflow&agent=codex&max_risk=medium&format=text","install":"https://www.openagentskill.com/api/skills/sandbaseai-sandbase-skills-multi-source-search/install","manifest":"https://www.openagentskill.com/api/registry/manifest/sandbaseai-sandbase-skills-multi-source-search"}},"endpoints":{"web":"https://www.openagentskill.com/skills/sandbaseai-sandbase-skills-multi-source-search","api":"https://www.openagentskill.com/api/agent/skills/sandbaseai-sandbase-skills-multi-source-search","eval":"https://www.openagentskill.com/api/agent/evals?slug=sandbaseai-sandbase-skills-multi-source-search","audit":"https://www.openagentskill.com/skills/sandbaseai-sandbase-skills-multi-source-search/audit","resolve":"https://www.openagentskill.com/api/agent/resolve?task=Evaluate%20multi-source-search%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":"2026-08-23T18:37:02.225Z"}}