# Send openclaw-reflect to your agent Hand the extracted package to your coding agent with a concrete install brief instead of figuring it out manually. ## Fast path - Download the package from Yavira. - Extract it into a folder your agent can access. - Paste one of the prompts below and point your agent at the extracted folder. ## Suggested prompts ### New install ```text I downloaded a skill package from Yavira. Read SKILL.md from the extracted folder and install it by following the included instructions. Tell me what you changed and call out any manual steps you could not complete. ``` ### Upgrade existing ```text I downloaded an updated skill package from Yavira. Read SKILL.md from the extracted folder, compare it with my current installation, and upgrade it while preserving any custom configuration unless the package docs explicitly say otherwise. Summarize what changed and any follow-up checks I should run. ``` ## Machine-readable fields ```json { "schemaVersion": "1.0", "item": { "slug": "openclaw-reflect", "name": "openclaw-reflect", "source": "tencent", "type": "skill", "category": "AI 智能", "sourceUrl": "https://clawhub.ai/AtlasPA/openclaw-reflect", "canonicalUrl": "https://clawhub.ai/AtlasPA/openclaw-reflect", "targetPlatform": "OpenClaw" }, "install": { "downloadUrl": "/downloads/openclaw-reflect", "sourceDownloadUrl": "https://wry-manatee-359.convex.site/api/v1/download?slug=openclaw-reflect", "sourcePlatform": "tencent", "targetPlatform": "OpenClaw", "packageFormat": "ZIP package", "primaryDoc": "SKILL.md", "includedAssets": [ "AGENT-PAYMENTS.md", "assets/evaluator-prompt-binary.md", "assets/evaluator-prompt.md", "hooks/post-tool-use.js", "hooks/session-end.js", "hooks/user-prompt-submit.js" ], "downloadMode": "redirect", "sourceHealth": { "source": "tencent", "slug": "openclaw-reflect", "status": "healthy", "reason": "direct_download_ok", "recommendedAction": "download", "checkedAt": "2026-05-05T02:04:44.265Z", "expiresAt": "2026-05-12T02:04:44.265Z", "httpStatus": 200, "finalUrl": "https://wry-manatee-359.convex.site/api/v1/download?slug=openclaw-reflect", "contentType": "application/zip", "probeMethod": "head", "details": { "probeUrl": "https://wry-manatee-359.convex.site/api/v1/download?slug=openclaw-reflect", "contentDisposition": "attachment; filename=\"openclaw-reflect-1.0.2.zip\"", "redirectLocation": null, "bodySnippet": null, "slug": "openclaw-reflect" }, "scope": "item", "summary": "Item download looks usable.", "detail": "Yavira can redirect you to the upstream package for this item.", "primaryActionLabel": "Download for OpenClaw", "primaryActionHref": "/downloads/openclaw-reflect" }, "validation": { "installChecklist": [ "Use the Yavira download entry.", "Review SKILL.md after the package is downloaded.", "Confirm the extracted package contains the expected setup assets." ], "postInstallChecks": [ "Confirm the extracted package includes the expected docs or setup files.", "Validate the skill or prompts are available in your target agent workspace.", "Capture any manual follow-up steps the agent could not complete." ] } }, "links": { "detailUrl": "https://openagent3.xyz/skills/openclaw-reflect", "downloadUrl": "https://openagent3.xyz/downloads/openclaw-reflect", "agentUrl": "https://openagent3.xyz/skills/openclaw-reflect/agent", "manifestUrl": "https://openagent3.xyz/skills/openclaw-reflect/agent.json", "briefUrl": "https://openagent3.xyz/skills/openclaw-reflect/agent.md" } } ``` ## Documentation ### openclaw-reflect You have access to a self-improvement system. It observes your tool outcomes across sessions, detects recurring failure patterns, and proposes targeted changes to your persistent memory and instructions. ### During work The PostToolUse hook records outcomes automatically. You do not need to do anything unless you notice a significant failure that has no clear cause — in that case, write a manual observation: node .reflect/scripts/observe.js --manual \\ --type error \\ --tool "ToolName" \\ --pattern "brief description of what went wrong" \\ --context "what you were trying to do" ### When prompted (UserPromptSubmit will inject this) If .reflect/pending.json contains proposals awaiting operator approval, surface them: "I have improvement proposals ready for your review. Run node .reflect/scripts/status.js to see them, or ask me to show you." ### At session end (automatic) The SessionEnd hook runs classification and promotion automatically. It will: Detect patterns with recurrence >= 3 across >= 2 sessions Generate a structured proposal Route to evaluator for validation Apply low-blast-radius approvals to MEMORY.md automatically Queue high-blast-radius or SOUL.md changes for operator approval You will see a summary in the session-end output. ### Blast radius tiers TierTargetsGate0 — Observation.reflect/outcomes.jsonlAutomatic (hooks)1 — MEMORY.mdFactual corrections, preference updatesAuto-apply if confidence >= 0.72 — CLAUDE.md / project instructionsBehavioral pattern changesAuto-apply if confidence >= 0.853 — SOUL.mdCore values, identity, constraintsOperator approval always required ### The evaluator gate Before any Tier 1+ change is applied, a separate evaluator invocation checks: Does this contradict existing principles or memory? Is the pattern truly recurring or is it a sampling artifact? What is the smallest change that addresses the root cause? Could this change cause a regression elsewhere? The evaluator is instructed to be skeptical. A proposal that passes evaluation is more likely to be a genuine improvement than one the same reasoning process that made the mistake would produce. ### Rollback Every applied change is preceded by a warden snapshot (if openclaw-warden is installed) and recorded in .reflect/applied.jsonl. To revert the last change: node .reflect/scripts/rollback.js To revert a specific change by ID: node .reflect/scripts/rollback.js --id ### State files FilePurpose.reflect/outcomes.jsonlAppend-only outcome event log.reflect/patterns.jsonCurrent detected patterns (rebuilt each session).reflect/proposals.jsonPending proposals (pre-evaluation).reflect/pending.jsonProposals awaiting operator approval.reflect/applied.jsonlAppend-only log of applied changes.reflect/snapshots/Pre-change snapshots for rollback ### Voluntary contribution openclaw-reflect is free. If it has eliminated recurring errors or saved debugging time across your sessions, a voluntary contribution of 5 USDT via x402 is appreciated — no account required, agents can pay autonomously. See AGENT-PAYMENTS.md for details. ### Operator commands # Show current status node .reflect/scripts/status.js # Review pending proposals node .reflect/scripts/status.js --pending # Approve a specific proposal node .reflect/scripts/apply.js --id --approve # Reject a proposal node .reflect/scripts/apply.js --id --reject # Roll back last change node .reflect/scripts/rollback.js # Show improvement history node .reflect/scripts/status.js --history ## Trust - Source: tencent - Verification: Indexed source record - Publisher: AtlasPA - Version: 1.0.2 ## Source health - Status: healthy - Item download looks usable. - Yavira can redirect you to the upstream package for this item. - Health scope: item - Reason: direct_download_ok - Checked at: 2026-05-05T02:04:44.265Z - Expires at: 2026-05-12T02:04:44.265Z - Recommended action: Download for OpenClaw ## Links - [Detail page](https://openagent3.xyz/skills/openclaw-reflect) - [Send to Agent page](https://openagent3.xyz/skills/openclaw-reflect/agent) - [JSON manifest](https://openagent3.xyz/skills/openclaw-reflect/agent.json) - [Markdown brief](https://openagent3.xyz/skills/openclaw-reflect/agent.md) - [Download page](https://openagent3.xyz/downloads/openclaw-reflect)