{"eval":{"version":"openagentskill-skill-eval-v1","slug":"nirdiamant-agent-memory-techniques","name":"Agent Memory Techniques","generated_at":"2026-07-04T01:09:58.022Z","task_input":"Evaluate Agent Memory Techniques before installing it in an AI agent workflow","status":"review","score":84,"risk_level":"medium","decision":{"recommendation":"manual_review","reason":"Review the audit page, then allow agent install in a sandboxed workflow.","auto_install_allowed":false,"policy":"review","human_review_required":true},"task_fit":{"score":94,"suited_tasks":["RAG and knowledge workflows","Claude Code teams","teams that value GitHub adoption signals","Chunk documents","Create embeddings","Retrieve and cite relevant passages","Inspect source files","Explain architecture"],"suited_agents":["Jupyter Notebook","AI Agents","Codex","Claude Code","Cursor","OpenAgentSkill CLI","OpenAI Agents","LangChain"]},"install":{"command":"npx skills add NirDiamant/Agent_Memory_Techniques","ready":true,"policy":"review","safety_label":"Review before install","targets":[{"id":"openagentskill-cli","label":"CLI","kind":"command","value":"npx skills add NirDiamant/Agent_Memory_Techniques"},{"id":"codex","label":"Codex","kind":"agent-prompt","value":"Install the \"Agent Memory Techniques\" agent skill from https://github.com/NirDiamant/Agent_Memory_Techniques. 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: Agent memory for LLMs: 30 runnable Jupyter notebooks covering conversation buffers, vector stores, knowledge graphs, episodic and semantic memory, MemGPT, Mem0, Letta, Zep, Graphiti, LoCoMo benchmarks, and production patterns."},{"id":"claude-code","label":"Claude Code","kind":"agent-prompt","value":"Add \"Agent Memory Techniques\" as a Claude Code skill from https://github.com/NirDiamant/Agent_Memory_Techniques. 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: Agent memory for LLMs: 30 runnable Jupyter notebooks covering conversation buffers, vector stores, knowledge graphs, episodic and semantic memory, MemGPT, Mem0, Letta, Zep, Graphiti, LoCoMo benchmarks, and production patterns."},{"id":"cursor","label":"Cursor","kind":"agent-prompt","value":"Turn \"Agent Memory Techniques\" from https://github.com/NirDiamant/Agent_Memory_Techniques 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: Agent memory for LLMs: 30 runnable Jupyter notebooks covering conversation buffers, vector stores, knowledge graphs, episodic and semantic memory, MemGPT, Mem0, Letta, Zep, Graphiti, LoCoMo benchmarks, and production patterns."}]},"trust":{"score":84,"label":"Strong shortlist","version":"trust-score-v4","evidence":{"stars":"531 GitHub stars","repoActivity":"531 stars, 71 forks","lastPushed":"27d since push","license":"Apache-2.0","repository":"https://github.com/NirDiamant/Agent_Memory_Techniques","install":"npx skills add NirDiamant/Agent_Memory_Techniques","installSafety":"standard package or runtime install path","permissionSurface":"filesystem or document access","documentation":"Strong README/SKILL.md context","agentOutcomes":"No agent outcome data yet"}},"audit":{"score":88,"risk_level":"safe_to_try","risk_label":"Safe to try","warnings":["Quality score needs review"]},"safety_gate":{"score":72,"tier":"reviewed","label":"Reviewed","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"},{"id":"filesystem","label":"Filesystem access","reason":"Skill may read or write project files, documents, generated artifacts, or local workspace state.","severity":"medium"}],"policy_warnings":["Quality score needs review"]},"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 Agent Memory Techniques before installing it in an AI agent workflow","agent-frameworks","RAG and knowledge 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 NirDiamant/Agent_Memory_Techniques"]},{"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 NirDiamant/Agent_Memory_Techniques"]},{"id":"trust_score","label":"Trust score","status":"pass","score":84,"required_for_auto_install":true,"detail":"Good trust signals with a few areas worth checking before rollout.","evidence":["Strong shortlist","531 GitHub stars","Apache-2.0"]},{"id":"audit_score","label":"Audit score","status":"pass","score":88,"required_for_auto_install":true,"detail":"Safe to try","evidence":["Quality score needs review"]},{"id":"agent_safety_gate","label":"Agent safety gate","status":"warn","score":72,"required_for_auto_install":true,"detail":"Good audit and safety signals with no high-risk permission hints in public metadata.","evidence":["Review the audit page, then allow agent install in a sandboxed workflow.","Safe-to-try audit"]},{"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":"Apache-2.0","evidence":["Apache-2.0"]},{"id":"recent_maintenance","label":"Recent maintenance","status":"pass","score":100,"required_for_auto_install":false,"detail":"27d since push","evidence":["27d since push"]},{"id":"permission_surface","label":"Permission surface","status":"pass","score":86,"required_for_auto_install":true,"detail":"filesystem or document access","evidence":["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":["significant-gravitas-autogpt","langchain-ai-langchain","nousresearch-hermes-agent","firecrawl-firecrawl"]}],"blockers":[],"warnings":["Agent safety gate: Good audit and safety signals with no high-risk permission hints in public metadata.","Quality score needs review"],"validation_plan":["Inspect repository, README/SKILL.md, license, and recent commits before production use.","Install in an isolated workspace or sandbox with no production secrets available.","Run the smallest representative task and record files touched, commands run, network access, and outputs.","Compare the selected skill against at least one alternative when the eval status is review or failed.","Promote only after the agent reports a successful verification result and unresolved warnings are accepted."],"do_not_use_when":["teams that need a vendor-supported SLA","high-compliance environments without internal security review","No major risk signals from current metadata","Quality score needs review","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"],"alternatives":[{"slug":"significant-gravitas-autogpt","name":"AutoGPT","url":"https://www.openagentskill.com/skills/significant-gravitas-autogpt","stars":185244,"install_command":"npx skills add Significant-Gravitas/AutoGPT","trust_score":86,"audit_score":92},{"slug":"langchain-ai-langchain","name":"Langchain","url":"https://www.openagentskill.com/skills/langchain-ai-langchain","stars":140782,"install_command":"npx skills add langchain-ai/langchain","trust_score":92,"audit_score":95},{"slug":"nousresearch-hermes-agent","name":"Hermes Agent","url":"https://www.openagentskill.com/skills/nousresearch-hermes-agent","stars":205451,"install_command":"npx skills add NousResearch/hermes-agent","trust_score":92,"audit_score":95},{"slug":"firecrawl-firecrawl","name":"Firecrawl","url":"https://www.openagentskill.com/skills/firecrawl-firecrawl","stars":139273,"install_command":"npx skills add firecrawl/firecrawl","trust_score":91,"audit_score":94}],"machine_metadata":{"version":"openagentskill-agent-metadata-v2","skill":{"slug":"nirdiamant-agent-memory-techniques","name":"Agent Memory Techniques","description":"Agent memory for LLMs: 30 runnable Jupyter notebooks covering conversation buffers, vector stores, knowledge graphs, episodic and semantic memory, MemGPT, Mem0, Letta, Zep, Graphiti, LoCoMo benchmarks, and production patterns.","category":"agent-frameworks","url":"https://www.openagentskill.com/skills/nirdiamant-agent-memory-techniques","repository":"https://github.com/NirDiamant/Agent_Memory_Techniques","github_repo":"NirDiamant/Agent_Memory_Techniques"},"suited_tasks":["RAG and knowledge workflows","Claude Code teams","teams that value GitHub adoption signals","Chunk documents","Create embeddings","Retrieve and cite relevant passages","Inspect source files","Explain architecture"],"suited_agents":["Jupyter Notebook","AI Agents","Codex","Claude Code","Cursor","OpenAgentSkill CLI","OpenAI Agents","LangChain"],"install":{"command":"npx skills add NirDiamant/Agent_Memory_Techniques","ready":true,"targets":[{"id":"openagentskill-cli","label":"CLI","kind":"command","value":"npx skills add NirDiamant/Agent_Memory_Techniques"},{"id":"codex","label":"Codex","kind":"agent-prompt","value":"Install the \"Agent Memory Techniques\" agent skill from https://github.com/NirDiamant/Agent_Memory_Techniques. 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: Agent memory for LLMs: 30 runnable Jupyter notebooks covering conversation buffers, vector stores, knowledge graphs, episodic and semantic memory, MemGPT, Mem0, Letta, Zep, Graphiti, LoCoMo benchmarks, and production patterns."},{"id":"claude-code","label":"Claude Code","kind":"agent-prompt","value":"Add \"Agent Memory Techniques\" as a Claude Code skill from https://github.com/NirDiamant/Agent_Memory_Techniques. 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: Agent memory for LLMs: 30 runnable Jupyter notebooks covering conversation buffers, vector stores, knowledge graphs, episodic and semantic memory, MemGPT, Mem0, Letta, Zep, Graphiti, LoCoMo benchmarks, and production patterns."},{"id":"cursor","label":"Cursor","kind":"agent-prompt","value":"Turn \"Agent Memory Techniques\" from https://github.com/NirDiamant/Agent_Memory_Techniques 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: Agent memory for LLMs: 30 runnable Jupyter notebooks covering conversation buffers, vector stores, knowledge graphs, episodic and semantic memory, MemGPT, Mem0, Letta, Zep, Graphiti, LoCoMo benchmarks, and production patterns."}],"handoff_url":"https://www.openagentskill.com/api/skills/nirdiamant-agent-memory-techniques/install","manifest_url":"https://www.openagentskill.com/api/registry/manifest/nirdiamant-agent-memory-techniques"},"trust":{"score":84,"label":"Strong shortlist","version":"trust-score-v4","install_policy":"human_review_before_install","evidence":{"stars":"531 GitHub stars","repoActivity":"531 stars, 71 forks","lastPushed":"27d since push","license":"Apache-2.0","repository":"https://github.com/NirDiamant/Agent_Memory_Techniques","install":"npx skills add NirDiamant/Agent_Memory_Techniques","installSafety":"standard package or runtime install path","permissionSurface":"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":["agent-frameworks","agents","ai-agents","agent-memory","anthropic","episodic-memory"],"known_risks":["Quality score needs review"]},"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":88,"risk_level":"safe_to_try","risk_label":"Safe to try","warnings":["Quality score needs review"]},"safety_gate":{"tier":"reviewed","label":"Reviewed","auto_install_policy":"review","auto_install_allowed":false,"human_review_required":true,"blocked":false,"recommended_action":"Review the audit page, then allow agent install in a sandboxed workflow."},"quality":{"score":85,"label":"Excellent"},"supply":{"track":"Coding and developer agents","scenario":"Coding agents","maintenance":"27d since push","risk":"Safe to try"},"alternative_skills":[{"slug":"significant-gravitas-autogpt","name":"AutoGPT","url":"https://www.openagentskill.com/skills/significant-gravitas-autogpt","stars":185244,"install_command":"npx skills add Significant-Gravitas/AutoGPT","trust_score":86,"audit_score":92},{"slug":"langchain-ai-langchain","name":"Langchain","url":"https://www.openagentskill.com/skills/langchain-ai-langchain","stars":140782,"install_command":"npx skills add langchain-ai/langchain","trust_score":92,"audit_score":95},{"slug":"nousresearch-hermes-agent","name":"Hermes Agent","url":"https://www.openagentskill.com/skills/nousresearch-hermes-agent","stars":205451,"install_command":"npx skills add NousResearch/hermes-agent","trust_score":92,"audit_score":95},{"slug":"firecrawl-firecrawl","name":"Firecrawl","url":"https://www.openagentskill.com/skills/firecrawl-firecrawl","stars":139273,"install_command":"npx skills add firecrawl/firecrawl","trust_score":91,"audit_score":94}],"do_not_use_when":["teams that need a vendor-supported SLA","high-compliance environments without internal security review","No major risk signals from current metadata","Quality score needs review","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"],"agent_contract":{"task_input":"Evaluate Agent Memory Techniques before installing it in an AI agent workflow","recommended_action":"Review the audit page, then allow agent install in a sandboxed workflow.","install_policy":"review","minimum_review_before_use":["Trust: 84/100 Strong shortlist","Audit: 88/100 Safe to try","Safety: 72/100 Review before install","Review repository, license, install command, and permission surface before production use."],"expected_agent_output":{"selected_skill":"nirdiamant-agent-memory-techniques (Agent Memory Techniques)","install_command":"npx skills add NirDiamant/Agent_Memory_Techniques","risk_summary":"Safe to try; Reviewed; Low metadata risk","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":"nirdiamant-agent-memory-techniques","task":"Evaluate Agent Memory Techniques 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/nirdiamant-agent-memory-techniques","api":"https://www.openagentskill.com/api/agent/skills/nirdiamant-agent-memory-techniques","audit":"https://www.openagentskill.com/skills/nirdiamant-agent-memory-techniques/audit","eval":"https://www.openagentskill.com/api/agent/evals?slug=nirdiamant-agent-memory-techniques&task=Evaluate%20Agent%20Memory%20Techniques%20before%20installing%20it%20in%20an%20AI%20agent%20workflow&max_risk=medium","resolve":"https://www.openagentskill.com/api/agent/resolve?task=Evaluate%20Agent%20Memory%20Techniques%20before%20installing%20it%20in%20an%20AI%20agent%20workflow&agent=codex&max_risk=medium","receipt":"https://www.openagentskill.com/api/agent/receipt?task=Evaluate%20Agent%20Memory%20Techniques%20before%20installing%20it%20in%20an%20AI%20agent%20workflow&agent=codex&max_risk=medium&format=text","install":"https://www.openagentskill.com/api/skills/nirdiamant-agent-memory-techniques/install","manifest":"https://www.openagentskill.com/api/registry/manifest/nirdiamant-agent-memory-techniques"}},"endpoints":{"web":"https://www.openagentskill.com/skills/nirdiamant-agent-memory-techniques","api":"https://www.openagentskill.com/api/agent/skills/nirdiamant-agent-memory-techniques","eval":"https://www.openagentskill.com/api/agent/evals?slug=nirdiamant-agent-memory-techniques","audit":"https://www.openagentskill.com/skills/nirdiamant-agent-memory-techniques/audit","resolve":"https://www.openagentskill.com/api/agent/resolve?task=Evaluate%20Agent%20Memory%20Techniques%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":"2026-07-04T01:09:58.022Z"}}