{"query":"chem-bond-dissociation","filters":{"category":null,"platform":null,"track":null,"safety":null,"include_blocked":false,"min_stars":0},"total":1,"skills":[{"rank":1,"match_type":"exact","match_score":99,"raw_match_score":943.7,"semantic_relevance":100,"ranking_signals":{"retrieval":922.9,"semantic":100,"quality":9.8,"projectPopularity":11,"verifiedOutcomes":0,"verifiedSource":0},"slug":"learningmatter-mit-chem-bond-dissociation","name":"chem-bond-dissociation","description":"Calculate homolytic and heterolytic bond dissociation energies (BDEs) for all single bonds in a molecule using MLIPs with RDKit fragmentation.","tagline":"Calculate homolytic and heterolytic bond dissociation energies (BDEs) for all single bonds in a molecule using MLIPs with RDKit fragmentation.","category":"[chemistry]","tags":["agent-skill"],"author":{"name":"learningmatter-mit","verified":false,"url":"https://github.com/learningmatter-mit"},"attribution":{"status":"registry_indexed","statusLabel":"Registry indexed","shortLabel":"REGISTRY INDEXED","sourceLabel":"github candidate review","sourceDetail":"learningmatter-mit/AtomisticSkills","creatorName":"learningmatter-mit","creatorUrl":"https://github.com/learningmatter-mit","sourceUrl":"https://github.com/learningmatter-mit/AtomisticSkills/tree/main/.agents/skills/chem-bond-dissociation","indexedBy":"OpenAgentSkill community index","claimUrl":"https://www.openagentskill.com/skills/learningmatter-mit-chem-bond-dissociation#claim-this-skill","claimCta":"Claim this skill","trustNote":"This listing was indexed from public sources and is not marked official until a maintainer claim is approved.","publicNote":"Attribution links to the public repository or creator profile. Creators can claim the listing to update ownership signals."},"stats":{"stars":161,"forks":24,"verified_installs":0,"install_attempts":0,"successful_runs":0,"total_outcomes":0,"downloads":0,"rating":0,"review_count":0,"quality_score":39.02},"quality":{"score":63,"tier":"promising","label":"Promising","summary":"Useful candidate, but compare it with alternatives before adopting.","signals":[{"label":"GitHub stars","value":"161","tone":"neutral"},{"label":"Freshness","value":"5d ago","tone":"positive"},{"label":"Install ready","value":"Yes","tone":"positive"},{"label":"License","value":"MIT","tone":"neutral"}],"warnings":["No critical security issues identified; the skill runs local computations with standard scientific libraries and does not perform network operations or access sensitive resources."]},"trust":{"version":"trust-score-v4","score":71,"tier":"review","label":"Manual review","summary":"Potentially useful, but at least one trust signal needs human inspection.","recommendedAction":"Inspect the repository, license, and recent activity before connecting it to agent workflows.","dimensions":[{"id":"github_adoption","label":"GitHub adoption","score":62,"weight":0.13,"status":"info","detail":"161 GitHub stars"},{"id":"repo_activity","label":"Stars/forks activity","score":57,"weight":0.08,"status":"warn","detail":"161 stars, 24 forks; issue activity unavailable in current metadata"},{"id":"maintenance","label":"Recent maintenance","score":100,"weight":0.14,"status":"pass","detail":"5d since push"},{"id":"license","label":"License clarity","score":86,"weight":0.09,"status":"pass","detail":"MIT"},{"id":"documentation","label":"README/SKILL.md completeness","score":52,"weight":0.14,"status":"warn","detail":"Public metadata needs stronger README/SKILL.md context"},{"id":"dependency_risk","label":"Dependency/runtime risk","score":90,"weight":0.12,"status":"pass","detail":"no major dependency risk hints in public metadata"},{"id":"installability","label":"Install availability","score":92,"weight":0.1,"status":"pass","detail":"npx skills add learningmatter-mit/AtomisticSkills --skill chem-bond-dissociation"},{"id":"install_safety","label":"Install command safety","score":92,"weight":0.1,"status":"pass","detail":"standard package or runtime install path"},{"id":"permission_surface","label":"Permission surface","score":100,"weight":0.07,"status":"pass","detail":"no high-risk permission surface in public metadata"},{"id":"repository","label":"Repository evidence","score":86,"weight":0.04,"status":"pass","detail":"https://github.com/learningmatter-mit/AtomisticSkills/tree/main/.agents/skills/chem-bond-dissociation"},{"id":"review_status","label":"Review status","score":66,"weight":0.05,"status":"info","detail":"AI review data available"},{"id":"agent_outcomes","label":"Agent Proven outcomes","score":54,"weight":0.13,"status":"info","detail":"No agent outcome data yet"}],"checks":[{"status":"info","label":"GitHub adoption","detail":"161 GitHub stars"},{"status":"warn","label":"Stars/forks activity","detail":"161 stars, 24 forks; issue activity unavailable in current metadata"},{"status":"pass","label":"Recent maintenance","detail":"5d since push"},{"status":"pass","label":"License clarity","detail":"MIT"},{"status":"warn","label":"README/SKILL.md completeness","detail":"Public metadata needs stronger README/SKILL.md context"},{"status":"pass","label":"Dependency/runtime risk","detail":"no major dependency risk hints in public metadata"},{"status":"pass","label":"Install availability","detail":"npx skills add learningmatter-mit/AtomisticSkills --skill chem-bond-dissociation"},{"status":"pass","label":"Install command safety","detail":"standard package or runtime install path"},{"status":"pass","label":"Permission surface","detail":"no high-risk permission surface in public metadata"},{"status":"pass","label":"Repository evidence","detail":"https://github.com/learningmatter-mit/AtomisticSkills/tree/main/.agents/skills/chem-bond-dissociation"},{"status":"info","label":"Review status","detail":"AI review data available"},{"status":"info","label":"Agent Proven outcomes","detail":"No agent outcome data yet"},{"status":"warn","label":"Ownership","detail":"No approved owner claim yet"},{"status":"info","label":"OpenAgentSkill usage","detail":"No local usage activity yet"},{"status":"info","label":"Agent outcomes","detail":"No agent outcome data yet"}],"strengths":["AI review approved","Install path is available","Repository evidence is available","Recently maintained repository","Install command has no obvious high-risk pattern"],"warnings":["No critical security issues identified; the skill runs local computations with standard scientific libraries and does not perform network operations or access sensitive resources.","Quality score needs review","Documentation summary is thin","Stars/forks activity: 161 stars, 24 forks; issue activity unavailable in current metadata","README/SKILL.md completeness: Public metadata needs stronger README/SKILL.md context"],"evidence":{"stars":"161 GitHub stars","repoActivity":"161 stars, 24 forks","lastPushed":"5d since push","license":"MIT","repository":"https://github.com/learningmatter-mit/AtomisticSkills/tree/main/.agents/skills/chem-bond-dissociation","install":"npx skills add learningmatter-mit/AtomisticSkills --skill chem-bond-dissociation","installSafety":"standard package or runtime install path","permissionSurface":"no high-risk permission surface in public metadata","documentation":"Thin public metadata","agentOutcomes":"No agent outcome data yet"},"installReadiness":{"ready":true,"command":"npx skills add learningmatter-mit/AtomisticSkills --skill chem-bond-dissociation","policy":"human_review_before_install","label":"Human review before install","notes":["Install path is available","Repository evidence is available","License is declared","No Agent Proven outcome evidence yet","5d since push"]},"agentCompatibility":["Codex","Claude Code","Cursor","OpenAgentSkill CLI"],"riskSummary":{"level":"medium","label":"Review before production","notes":["No critical security issues identified; the skill runs local computations with standard scientific libraries and does not perform network operations or access sensitive resources.","Quality score needs review","Documentation summary is thin","Stars/forks activity: 161 stars, 24 forks; issue activity unavailable in current metadata","README/SKILL.md completeness: Public metadata needs stronger README/SKILL.md context"]},"outcomeEvidence":{"total":0,"successes":0,"failures":0,"notRelevant":0,"successRate":null,"installAttempts":0,"riskBlocked":0,"setupRequired":0,"installSuccessRate":null,"avgOutputQuality":null,"avgTimeToUsefulMs":null,"productionOutcomes":0,"humanReviewRequired":0,"recentSuccessRate":null,"recentFailureRate":null,"uniqueAgents":0,"agentProvenScore":0,"agentProvenLabel":"Needs first agent run","lastOutcomeAt":null,"label":"No agent outcome data yet"},"autoInstall":{"allowed":false,"sandboxRequired":true,"policy":"human_review_before_install","reason":"Human review or sandbox validation is required before automatic installation."},"bestFor":["[chemistry]","agent-skill"],"doNotUseFor":["Production credentials, payments, or irreversible account changes without explicit human review","Sensitive private data before reviewing repository code, license, and permission surface","Automatic installation in a production workspace"],"knownRisks":["No critical security issues identified; the skill runs local computations with standard scientific libraries and does not perform network operations or access sensitive resources.","Quality score needs review","Documentation summary is thin","Stars/forks activity: 161 stars, 24 forks; issue activity unavailable in current metadata","README/SKILL.md completeness: Public metadata needs stronger README/SKILL.md context"]},"safety":{"score":65,"level":"review_before_install","label":"Review before install","safety_tier":{"tier":"reviewed","label":"Reviewed with permission notes","badge":"REVIEWED","summary":"Usable candidate, but the agent should surface permission and audit notes before installation.","recommended_action":"Require human approval before installing into a real workspace.","auto_install_policy":"review","reasons":["No critical security issues identified; the skill runs local computations with standard scientific libraries and does not perform network operations or access sensitive resources.","65/100 agent safety score"]},"auto_install_allowed":false,"human_review_required":true,"blocked":false,"audit_risk":"needs_review","permission_hints":[{"id":"network","label":"Network access","reason":"Skill likely fetches remote pages, APIs, repositories, or external services.","severity":"medium"}],"policy_warnings":["No critical security issues identified; the skill runs local computations with standard scientific libraries and does not perform network operations or access sensitive resources."],"constraints_applied":{"max_risk":"medium","needs_install_command":true,"min_stars":0}},"safety_gate":{"tier":"reviewed","label":"Reviewed with permission notes","badge":"REVIEWED","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.","reasons":["No critical security issues identified; the skill runs local computations with standard scientific libraries and does not perform network operations or access sensitive resources.","65/100 agent safety score"]},"supply_profile":{"track":{"slug":"coding","label":"Coding and developer agents","shortLabel":"Coding","description":"Code review, repo analysis, testing, CI, GitHub, DevOps, and developer workflow skills."},"scenario":{"label":"GitHub automation","description":"I need my agent to triage GitHub issues, review pull requests, and summarize repository changes.","useCases":[{"slug":"rag-knowledge","title":"RAG and knowledge"},{"slug":"github-automation","title":"GitHub automation"},{"slug":"testing-qa","title":"Testing and QA"}]},"applicableAgents":["Claude Code","CLI","Codex","Cursor"],"install":{"ready":true,"command":"npx skills add learningmatter-mit/AtomisticSkills --skill chem-bond-dissociation","primaryTarget":"CLI","targetCount":4},"githubQuality":{"stars":161,"starsLabel":"161","forks":24,"license":"MIT","qualityScore":63,"trustScore":71,"auditScore":77},"maintenance":{"status":"fresh","label":"5d since push","daysSincePush":5,"lastPushedAt":"2026-09-03T06:44:16+00:00"},"risk":{"level":"needs_review","label":"Needs review","requiresReview":true,"notes":["No critical security issues identified; the skill runs local computations with standard scientific libraries and does not perform network operations or access sensitive resources.","The SKILL.md excerpt is truncated in the review, but the provided sections are clear and comprehensive.","Quality score needs review","Documentation summary is thin","Stars/forks activity: 161 stars, 24 forks; issue activity unavailable in current metadata"]},"coverageTags":["Coding","GitHub automation","[chemistry]","agent-skill"]},"audit":{"audit_score":77,"risk_level":"needs_review","risk_label":"Needs review","warnings":["No critical security issues identified; the skill runs local computations with standard scientific libraries and does not perform network operations or access sensitive resources.","The SKILL.md excerpt is truncated in the review, but the provided sections are clear and comprehensive.","Quality score needs review","Documentation summary is thin","Stars/forks activity: 161 stars, 24 forks; issue activity unavailable in current metadata"]},"decision":{"readiness_score":62,"readiness_label":"Prototype first","headline":"Fallback candidate for RAG and knowledge","role":"Fallback candidate","primary_fit":"RAG and knowledge","best_for":["RAG and knowledge workflows","Claude Code teams","builders willing to evaluate younger projects"],"risks":["No critical security issues identified; the skill runs local computations with standard scientific libraries and does not perform network operations or access sensitive resources.","No OpenAgentSkill engagement data yet"],"next_steps":["Install it in a sandbox agent and run one RAG and knowledge task end to end.","Compare output quality, latency, and failure behavior against at least one alternative.","Promote it into production only after reviewing repository permissions, license, and maintenance signals."]},"agent_readable_metadata":{"version":"openagentskill-agent-metadata-v2","skill":{"slug":"learningmatter-mit-chem-bond-dissociation","name":"chem-bond-dissociation","description":"Calculate homolytic and heterolytic bond dissociation energies (BDEs) for all single bonds in a molecule using MLIPs with RDKit fragmentation.","category":"[chemistry]","url":"https://www.openagentskill.com/skills/learningmatter-mit-chem-bond-dissociation","repository":"https://github.com/learningmatter-mit/AtomisticSkills/tree/main/.agents/skills/chem-bond-dissociation","github_repo":"learningmatter-mit/AtomisticSkills"},"suited_tasks":["RAG and knowledge workflows","Claude Code teams","builders willing to evaluate younger projects","Chunk documents","Create embeddings","Retrieve and cite relevant passages","Inspect repository metadata","Compare code changes"],"suited_agents":["Codex","Claude Code","Cursor","OpenAgentSkill CLI","CLI"],"install":{"command":"npx skills add learningmatter-mit/AtomisticSkills --skill chem-bond-dissociation","ready":true,"targets":[{"id":"openagentskill-cli","label":"CLI","kind":"command","value":"npx --yes https://github.com/Leon-Drq/openagentskill/releases/download/cli-v0.3.0/openagentskill-0.3.0.tgz add learningmatter-mit-chem-bond-dissociation"},{"id":"codex","label":"Codex","kind":"agent-prompt","value":"Install the \"chem-bond-dissociation\" agent skill from https://github.com/learningmatter-mit/AtomisticSkills/tree/main/.agents/skills/chem-bond-dissociation. 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: Calculate homolytic and heterolytic bond dissociation energies (BDEs) for all single bonds in a molecule using MLIPs with RDKit fragmentation. 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\":\"learningmatter-mit-chem-bond-dissociation\",\"task\":\"Install chem-bond-dissociation\",\"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 \"chem-bond-dissociation\" as a Claude Code skill from https://github.com/learningmatter-mit/AtomisticSkills/tree/main/.agents/skills/chem-bond-dissociation. 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: Calculate homolytic and heterolytic bond dissociation energies (BDEs) for all single bonds in a molecule using MLIPs with RDKit fragmentation. 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\":\"learningmatter-mit-chem-bond-dissociation\",\"task\":\"Install chem-bond-dissociation\",\"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 \"chem-bond-dissociation\" from https://github.com/learningmatter-mit/AtomisticSkills/tree/main/.agents/skills/chem-bond-dissociation 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: Calculate homolytic and heterolytic bond dissociation energies (BDEs) for all single bonds in a molecule using MLIPs with RDKit fragmentation. 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\":\"learningmatter-mit-chem-bond-dissociation\",\"task\":\"Install chem-bond-dissociation\",\"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/learningmatter-mit-chem-bond-dissociation/install","manifest_url":"https://www.openagentskill.com/api/registry/manifest/learningmatter-mit-chem-bond-dissociation"},"trust":{"score":71,"label":"Manual review","version":"trust-score-v4","install_policy":"human_review_before_install","evidence":{"stars":"161 GitHub stars","repoActivity":"161 stars, 24 forks","lastPushed":"5d since push","license":"MIT","repository":"https://github.com/learningmatter-mit/AtomisticSkills/tree/main/.agents/skills/chem-bond-dissociation","install":"npx skills add learningmatter-mit/AtomisticSkills --skill chem-bond-dissociation","installSafety":"standard package or runtime install path","permissionSurface":"no high-risk permission surface in public metadata","documentation":"Thin public metadata","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":["[chemistry]","agent-skill"],"known_risks":["No critical security issues identified; the skill runs local computations with standard scientific libraries and does not perform network operations or access sensitive resources.","Quality score needs review","Documentation summary is thin","Stars/forks activity: 161 stars, 24 forks; issue activity unavailable in current metadata","README/SKILL.md completeness: Public metadata needs stronger README/SKILL.md context"]},"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":["No critical security issues identified; the skill runs local computations with standard scientific libraries and does not perform network operations or access sensitive resources.","The SKILL.md excerpt is truncated in the review, but the provided sections are clear and comprehensive.","Quality score needs review","Documentation summary is thin","Stars/forks activity: 161 stars, 24 forks; issue activity unavailable in current metadata","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":63,"label":"Promising"},"supply":{"track":"Coding and developer agents","scenario":"GitHub automation","maintenance":"5d since push","risk":"Needs review"},"alternative_skills":[],"do_not_use_when":["teams that need a vendor-supported SLA","production agents without a repository review","No critical security issues identified; the skill runs local computations with standard scientific libraries and does not perform network operations or access sensitive resources.","No OpenAgentSkill engagement data yet","The SKILL.md excerpt is truncated in the review, but the provided sections are clear and comprehensive.","Quality score needs review","Documentation summary is thin","Stars/forks activity: 161 stars, 24 forks; issue activity unavailable in current metadata"],"agent_contract":{"task_input":"Use chem-bond-dissociation in an agent workflow","recommended_action":"Require human approval before installing into a real workspace.","install_policy":"review","minimum_review_before_use":["Trust: 71/100 Manual review","Audit: 77/100 Needs review","Safety: 65/100 Review before install","Review repository, license, install command, and permission surface before production use."],"expected_agent_output":{"selected_skill":"learningmatter-mit-chem-bond-dissociation (chem-bond-dissociation)","install_command":"npx skills add learningmatter-mit/AtomisticSkills --skill chem-bond-dissociation","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."}},"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":"learningmatter-mit-chem-bond-dissociation","task":"Use chem-bond-dissociation in an 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/learningmatter-mit-chem-bond-dissociation","api":"https://www.openagentskill.com/api/agent/skills/learningmatter-mit-chem-bond-dissociation","audit":"https://www.openagentskill.com/skills/learningmatter-mit-chem-bond-dissociation/audit","eval":"https://www.openagentskill.com/api/agent/evals?slug=learningmatter-mit-chem-bond-dissociation&task=Use%20chem-bond-dissociation%20in%20an%20agent%20workflow&max_risk=medium","resolve":"https://www.openagentskill.com/api/agent/resolve?task=Use%20chem-bond-dissociation%20in%20an%20agent%20workflow&agent=codex&max_risk=medium","receipt":"https://www.openagentskill.com/api/agent/receipt?task=Use%20chem-bond-dissociation%20in%20an%20agent%20workflow&agent=codex&max_risk=medium&format=text","install":"https://www.openagentskill.com/api/skills/learningmatter-mit-chem-bond-dissociation/install","manifest":"https://www.openagentskill.com/api/registry/manifest/learningmatter-mit-chem-bond-dissociation"}},"machine_metadata":{"version":"openagentskill-agent-metadata-v2","skill":{"slug":"learningmatter-mit-chem-bond-dissociation","name":"chem-bond-dissociation","description":"Calculate homolytic and heterolytic bond dissociation energies (BDEs) for all single bonds in a molecule using MLIPs with RDKit fragmentation.","category":"[chemistry]","url":"https://www.openagentskill.com/skills/learningmatter-mit-chem-bond-dissociation","repository":"https://github.com/learningmatter-mit/AtomisticSkills/tree/main/.agents/skills/chem-bond-dissociation","github_repo":"learningmatter-mit/AtomisticSkills"},"suited_tasks":["RAG and knowledge workflows","Claude Code teams","builders willing to evaluate younger projects","Chunk documents","Create embeddings","Retrieve and cite relevant passages","Inspect repository metadata","Compare code changes"],"suited_agents":["Codex","Claude Code","Cursor","OpenAgentSkill CLI","CLI"],"install":{"command":"npx skills add learningmatter-mit/AtomisticSkills --skill chem-bond-dissociation","ready":true,"targets":[{"id":"openagentskill-cli","label":"CLI","kind":"command","value":"npx --yes https://github.com/Leon-Drq/openagentskill/releases/download/cli-v0.3.0/openagentskill-0.3.0.tgz add learningmatter-mit-chem-bond-dissociation"},{"id":"codex","label":"Codex","kind":"agent-prompt","value":"Install the \"chem-bond-dissociation\" agent skill from https://github.com/learningmatter-mit/AtomisticSkills/tree/main/.agents/skills/chem-bond-dissociation. 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: Calculate homolytic and heterolytic bond dissociation energies (BDEs) for all single bonds in a molecule using MLIPs with RDKit fragmentation. 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\":\"learningmatter-mit-chem-bond-dissociation\",\"task\":\"Install chem-bond-dissociation\",\"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 \"chem-bond-dissociation\" as a Claude Code skill from https://github.com/learningmatter-mit/AtomisticSkills/tree/main/.agents/skills/chem-bond-dissociation. 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: Calculate homolytic and heterolytic bond dissociation energies (BDEs) for all single bonds in a molecule using MLIPs with RDKit fragmentation. 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\":\"learningmatter-mit-chem-bond-dissociation\",\"task\":\"Install chem-bond-dissociation\",\"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 \"chem-bond-dissociation\" from https://github.com/learningmatter-mit/AtomisticSkills/tree/main/.agents/skills/chem-bond-dissociation 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: Calculate homolytic and heterolytic bond dissociation energies (BDEs) for all single bonds in a molecule using MLIPs with RDKit fragmentation. 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\":\"learningmatter-mit-chem-bond-dissociation\",\"task\":\"Install chem-bond-dissociation\",\"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/learningmatter-mit-chem-bond-dissociation/install","manifest_url":"https://www.openagentskill.com/api/registry/manifest/learningmatter-mit-chem-bond-dissociation"},"trust":{"score":71,"label":"Manual review","version":"trust-score-v4","install_policy":"human_review_before_install","evidence":{"stars":"161 GitHub stars","repoActivity":"161 stars, 24 forks","lastPushed":"5d since push","license":"MIT","repository":"https://github.com/learningmatter-mit/AtomisticSkills/tree/main/.agents/skills/chem-bond-dissociation","install":"npx skills add learningmatter-mit/AtomisticSkills --skill chem-bond-dissociation","installSafety":"standard package or runtime install path","permissionSurface":"no high-risk permission surface in public metadata","documentation":"Thin public metadata","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":["[chemistry]","agent-skill"],"known_risks":["No critical security issues identified; the skill runs local computations with standard scientific libraries and does not perform network operations or access sensitive resources.","Quality score needs review","Documentation summary is thin","Stars/forks activity: 161 stars, 24 forks; issue activity unavailable in current metadata","README/SKILL.md completeness: Public metadata needs stronger README/SKILL.md context"]},"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":["No critical security issues identified; the skill runs local computations with standard scientific libraries and does not perform network operations or access sensitive resources.","The SKILL.md excerpt is truncated in the review, but the provided sections are clear and comprehensive.","Quality score needs review","Documentation summary is thin","Stars/forks activity: 161 stars, 24 forks; issue activity unavailable in current metadata","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":63,"label":"Promising"},"supply":{"track":"Coding and developer agents","scenario":"GitHub automation","maintenance":"5d since push","risk":"Needs review"},"alternative_skills":[],"do_not_use_when":["teams that need a vendor-supported SLA","production agents without a repository review","No critical security issues identified; the skill runs local computations with standard scientific libraries and does not perform network operations or access sensitive resources.","No OpenAgentSkill engagement data yet","The SKILL.md excerpt is truncated in the review, but the provided sections are clear and comprehensive.","Quality score needs review","Documentation summary is thin","Stars/forks activity: 161 stars, 24 forks; issue activity unavailable in current metadata"],"agent_contract":{"task_input":"Use chem-bond-dissociation in an agent workflow","recommended_action":"Require human approval before installing into a real workspace.","install_policy":"review","minimum_review_before_use":["Trust: 71/100 Manual review","Audit: 77/100 Needs review","Safety: 65/100 Review before install","Review repository, license, install command, and permission surface before production use."],"expected_agent_output":{"selected_skill":"learningmatter-mit-chem-bond-dissociation (chem-bond-dissociation)","install_command":"npx skills add learningmatter-mit/AtomisticSkills --skill chem-bond-dissociation","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."}},"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":"learningmatter-mit-chem-bond-dissociation","task":"Use chem-bond-dissociation in an 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/learningmatter-mit-chem-bond-dissociation","api":"https://www.openagentskill.com/api/agent/skills/learningmatter-mit-chem-bond-dissociation","audit":"https://www.openagentskill.com/skills/learningmatter-mit-chem-bond-dissociation/audit","eval":"https://www.openagentskill.com/api/agent/evals?slug=learningmatter-mit-chem-bond-dissociation&task=Use%20chem-bond-dissociation%20in%20an%20agent%20workflow&max_risk=medium","resolve":"https://www.openagentskill.com/api/agent/resolve?task=Use%20chem-bond-dissociation%20in%20an%20agent%20workflow&agent=codex&max_risk=medium","receipt":"https://www.openagentskill.com/api/agent/receipt?task=Use%20chem-bond-dissociation%20in%20an%20agent%20workflow&agent=codex&max_risk=medium&format=text","install":"https://www.openagentskill.com/api/skills/learningmatter-mit-chem-bond-dissociation/install","manifest":"https://www.openagentskill.com/api/registry/manifest/learningmatter-mit-chem-bond-dissociation"}},"platforms":["Claude Code"],"use_cases":[{"slug":"rag-knowledge","title":"RAG and knowledge","url":"https://www.openagentskill.com/use-cases/rag-knowledge"},{"slug":"github-automation","title":"GitHub automation","url":"https://www.openagentskill.com/use-cases/github-automation"},{"slug":"testing-qa","title":"Testing and QA","url":"https://www.openagentskill.com/use-cases/testing-qa"},{"slug":"web-scraping","title":"Web scraping","url":"https://www.openagentskill.com/use-cases/web-scraping"}],"install":"npx skills add learningmatter-mit/AtomisticSkills --skill chem-bond-dissociation","install_targets":[{"id":"openagentskill-cli","label":"CLI","title":"OpenAgentSkill CLI","kind":"command","value":"npx --yes https://github.com/Leon-Drq/openagentskill/releases/download/cli-v0.3.0/openagentskill-0.3.0.tgz add learningmatter-mit-chem-bond-dissociation","description":"Resolve policy, run the source installer safely, and report a verified install receipt.","copyLabel":"Copy command"},{"id":"codex","label":"Codex","title":"Codex install prompt","kind":"agent-prompt","value":"Install the \"chem-bond-dissociation\" agent skill from https://github.com/learningmatter-mit/AtomisticSkills/tree/main/.agents/skills/chem-bond-dissociation. 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: Calculate homolytic and heterolytic bond dissociation energies (BDEs) for all single bonds in a molecule using MLIPs with RDKit fragmentation. 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\":\"learningmatter-mit-chem-bond-dissociation\",\"task\":\"Install chem-bond-dissociation\",\"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.","description":"Give Codex a repo-aware install prompt when the skill is not available through a local CLI.","copyLabel":"Copy prompt"},{"id":"claude-code","label":"Claude Code","title":"Claude Code skill prompt","kind":"agent-prompt","value":"Add \"chem-bond-dissociation\" as a Claude Code skill from https://github.com/learningmatter-mit/AtomisticSkills/tree/main/.agents/skills/chem-bond-dissociation. 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: Calculate homolytic and heterolytic bond dissociation energies (BDEs) for all single bonds in a molecule using MLIPs with RDKit fragmentation. 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\":\"learningmatter-mit-chem-bond-dissociation\",\"task\":\"Install chem-bond-dissociation\",\"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.","description":"Use this prompt to ask Claude Code to add the skill and explain the local activation steps.","copyLabel":"Copy prompt"},{"id":"cursor","label":"Cursor","title":"Cursor rule prompt","kind":"agent-prompt","value":"Turn \"chem-bond-dissociation\" from https://github.com/learningmatter-mit/AtomisticSkills/tree/main/.agents/skills/chem-bond-dissociation 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: Calculate homolytic and heterolytic bond dissociation energies (BDEs) for all single bonds in a molecule using MLIPs with RDKit fragmentation. 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\":\"learningmatter-mit-chem-bond-dissociation\",\"task\":\"Install chem-bond-dissociation\",\"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.","description":"Use this when installing as Cursor project rules or reusable agent instructions.","copyLabel":"Copy prompt"}],"repository":"https://github.com/learningmatter-mit/AtomisticSkills/tree/main/.agents/skills/chem-bond-dissociation","github_repo":"learningmatter-mit/AtomisticSkills","version":"1.0.0","license":"MIT","updated_at":"2026-09-06T11:41:43.468559+00:00","canonical_key":"learningmatter-mit/atomisticskills#.agents/skills/chem-bond-dissociation","recommendation_reasons":["Matches task terms: chem, bond, dissociation","Install handoff is available","Repository freshness signal is available","Registry match score 99"],"urls":{"web":"https://www.openagentskill.com/skills/learningmatter-mit-chem-bond-dissociation","api":"https://www.openagentskill.com/api/agent/skills/learningmatter-mit-chem-bond-dissociation","install_api":"https://www.openagentskill.com/api/skills/learningmatter-mit-chem-bond-dissociation/install","audit":"https://www.openagentskill.com/skills/learningmatter-mit-chem-bond-dissociation/audit","repository":"https://github.com/learningmatter-mit/AtomisticSkills/tree/main/.agents/skills/chem-bond-dissociation"}}],"meta":{"endpoint":"/api/skills/search","canonical_agent_endpoint":"/api/agent/resolve","ranking_model":"hybrid-v2-task-fit-quality-outcomes","shortlist_policy":"Return one best match plus up to four distinct alternatives; suppress unrelated direct-name matches.","lookup_intent":true,"exact_match_found":true,"match_counts":{"exact":1,"near":0,"related":0},"no_match_message":null,"safety_policy":"Blocked candidates are excluded by default. Pass include_blocked=true only for manual audit workflows.","agent_friendly":true,"api_version":"1.0","generated_at":"2026-09-08T07:02:59.977Z"}}