Requirements
- Target platform
- OpenClaw
- Install method
- Manual import
- Extraction
- Extract archive
- Prerequisites
- OpenClaw
- Primary doc
- SKILL.md
Tencent SkillHub Β· AI
openclaw-reflect
Self-improvement layer with evaluation separation, rollback, and tiered operator gates. Observes outcomes across sessions, detects recurring patterns, propos...
skill openclawclawhub Free
Self-improvement layer with evaluation separation, rollback, and tiered operator gates. Observes outcomes across sessions, detects recurring patterns, propos...
β¬ 0 downloads β
0 stars Unverified but indexed
Install for OpenClaw
Quick setup
- Download the package from Yavira.
- Extract the archive and review SKILL.md first.
- Import or place the package into your OpenClaw setup.
Package facts
- Download mode
- Yavira redirect
- Package format
- ZIP package
- Source platform
- Tencent SkillHub
- What's included
- 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
Validation
- Use the Yavira download entry.
- Review SKILL.md after the package is downloaded.
- Confirm the extracted package contains the expected setup assets.
Install with your agent
Agent handoff
Hand the extracted package to your coding agent with a concrete install brief instead of figuring it out manually.
- 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.
New install
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
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.
Trust & source
Release facts
- Source
- Tencent SkillHub
- Verification
- Indexed source record
- Version
- 1.0.2
Provenance
- Publisher
- AtlasPA
- Source page
- View original listing
- Canonical URL
- Open canonical page
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 β 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 β Observation.reflect/outcomes.jsonlAutomatic (hooks)1 β MEMORY.mdFactual corrections, preference updatesAuto-apply if confidence >= 0.72 β CLAUDE.md / project instructionsBehavioral pattern changesAuto-apply if confidence >= 0.853 β 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 <change-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 β 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 <proposal-id> --approve # Reject a proposal node .reflect/scripts/apply.js --id <proposal-id> --reject # Roll back last change node .reflect/scripts/rollback.js # Show improvement history node .reflect/scripts/status.js --history
Category context
Agent frameworks, memory systems, reasoning layers, and model-native orchestration.
Source: Tencent SkillHub
Largest current source with strong distribution and engagement signals.
Package contents
Included in package
3 Docs3 Scripts
- 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