HefestoAI
Pre-commit code quality guardian. Detects semantic drift in AI-generated code.
rune-diff
Compare a RUNE specification against its implementation to detect drift. Use when verifying that code still matches its spec after modifications, or when auditing existing implementations against their contracts.
agents-md-mapper
This skill should be used when creating, refreshing, or validating a repository `AGENTS.md` so it stays concise, current, and grounded in repository evidence. Use when `AGENTS.md` is missing or stale, after refactors or tooling changes, when new docs become the system of record, or when adding lightweight drift checks.
audit-paper-book
Use when you need to detect drift between an existing paper-book companion and a revised version of its source paper, then sync the mechanical pieces (new bib entries, new/changed figures) and report the substantive drift (renamed sections, changed numbers, new theorems, new contributions) for the user to triage. Counterpart to /init-paper-book. Read-only by default; --apply flag opts in to mechanical fixes.
docs-audit-and-refresh
Audit the repository's docs/ content against the current codebase, find missing, incorrect, or stale documentation, and refresh the affected pages. Use when the user asks to review docs coverage, find outdated docs, compare docs with the current repo, or fix documentation drift across features, settings, tools, or integrations.
queue-workflow
Queue-first implementation workflow for clisbot queues. Use when work should keep going past the first pass and needs protection against early stopping, shallow review, naming drift, DRY/KISS regressions, missing docs/tests, or bad fallback behavior.
Ci1t Mcp
CI-1T prediction stability engine. Detect ghosts, evaluate drift, monitor fleets. 20 tools.
Harness â Multi-Agent Orchestration
Orchestrate complex tasks through Planning â Generation ��� Evaluation â Retro. Fresh sub-agents per checkpoint prevent drift. Retro accumulates learning across tasks.
Io.Github.Lulzasaur9192/Agent Infra Mcp
18 tools: agent memory, API drift detection, and HMAC-signed trust receipts
ai-advise
Proactive governance advisor â checks standards, decisions, and quality trends during development. Always advisory, NEVER blocks. Three modes: `advise` (post-edit), `gate` (pre-dispatch), `drift` (on-demand decision audit). Trigger for 'governance check', 'advise on this change', 'check for drift', 'is this aligned with active decisions', 'shift-left advisory'. Not for blocking gates â use /ai-verify. Not for narrative code review â use /ai-review.
second-thought
Use when an idea, decision, design, plan, response, tool call, or action is about to be accepted or executed, especially during brainstorming, convergence, and pre-execution where shallow agreement or goal drift may occur.
Dependency Tracker
Track version drift across all OpenClaw dependencies. Detect updates, generate reports, notify Boss.
auditing
Use when reviewing a bundle-plugin for structural issues, version drift, skill quality, workflow integration, or security risks â before releasing, after changes, or after adding skills. Auto-detects scope (full project vs skill vs workflow)
contextkeeper
Zero model drift between AI agents. Session continuity for Claude, GPT, Gemini, and any LLM.
terrashark
Prevent Terraform/OpenTofu hallucinations by diagnosing and fixing failure modes: identity churn, secret exposure, blast-radius mistakes, CI drift, and compliance gate gaps. Use when generating, reviewing, refactoring, or migrating IaC and when building delivery/testing pipelines.
vaultit
Zero model drift between AI agents. Session continuity for Claude, GPT, Gemini, and any LLM.
tycho-indexer
Review all codebase documentation files under `.claude/` and per-crate `CLAUDE.md` files, and fix any that have drifted from the actual code. This is a documentation-only task -- do not modify any source code.
chkit
ClickHouse schema management with chkit. Use when working with chkit CLI commands, ClickHouse table/view/materialized view definitions, migration generation, drift detection, or clickhouse.config.ts files. Trigger on chkit commands, @chkit/core imports, or schema definition tasks.
BeatOS æ£ä¿®
ä¸æ®µå¼åªè¯»å®¡æ¥ãç¨æ·å¯æå®åé¶æ®µï¼`runtime` / `code` / `drift` / `all`ï¼ï¼ æªæå®æ¶å é®ï¼ææ `drift â code â runtime` 顺åºæ§è¡ï¼æ便å®çå ï¼ã
agent-session-format-check
Verify agent session format compatibility for Agent Sessions. Use when any agent CLI updates, when monitoring flags drift, or when bumping max verified versions (fixtures + docs + tests). Covers session schema, usage/limits tracking, storage backends, and discovery path contracts for all supported agents.
advanced-code-quality
Use when going beyond basic linting to enforce advanced Python code quality gates. Triggers on: cognitive complexity, code duplication detection, architectural enforcement, import boundaries, dependency hygiene, test quality beyond coverage, mutation testing, docstring coverage, type coverage, AI-generated code detection, AI slop detection, complexipy, jscpd, import-linter, deptry, diff-cover, mutmut, interrogate, sloppylint, refurb, pylint design checks, wily, radon maintainability, pytestarch, griffe, "bulletproof Python", "tighten quality gates", "advanced quality checks", "beyond ruff and mypy", "catch AI-generated code issues", "code duplication", "architectural boundaries", "dependency drift", "test effectiveness". Complements the code-quality skill (ruff, mypy, xenon, vulture, pre-commit) with 20+ additional tools.
Io.Github.KryptosAI/Mcp Observatory
Regression testing for MCP servers. Checks capabilities, invokes tools, detects schema drift.
Nervous System - Multi-Agent AI Governance
Governance layer for multi-agent AI systems with behavioral enforcement and drift detection.
Io.Github.Sethclawd Prog/Schemaguard
API Schema Drift Monitor — detect breaking changes in OpenAPI specs
Artifact Resurfacing
Open the drift on the table. Surface the buried artifacts â stale citations, missing referenced files, orphan plans, cross-scope memory entries pointing at paths that moved. Polish them in proposal form. Codify the lesson so the next session does not have to re-discover the same drift.
kubernetes-skill
Prevent Kubernetes hallucinations by diagnosing and fixing failure modes: insecure workload defaults, resource starvation, network exposure, privilege sprawl, fragile rollouts, and API drift. Use when generating, reviewing, refactoring, or migrating manifests, Helm charts, Kustomize overlays, and cluster policies.
activity-deep-dive
Per-activity coaching analysis from Strava. Computes zone breakdown, pace/HR efficiency, cardiac drift, recovery estimate; saves a compiled artifact and returns a compact summary. Run after a workout or to retro-analyze a specific activity.
hunger
Check Myco substrate health at session boot. Returns the boot brief, active reflexes, and raw-notes backlog. Usually fired automatically by the SessionStart hook; invoke manually when that hook did not run or when substrate state may have drifted.
Context Fabric
Project continuity infrastructure. Detects context drift and routes token-budgeted AI briefings.