Adaptive Skill Assurance — 5-Stage Skill Governance Health Pipeline

Version: 1.10.37  |  Owner: Master 22 Solutions  |  ClawMaven AI Governance Platform

The Adaptive Skill Assurance pipeline (/skill-health) is a five-stage, client-side pipeline for evaluating AI agent skill governance health and generating improvement recommendations. It runs entirely in your browser and processes skill definitions against governance criteria without uploading data to any server.

The 5 Assurance Stages

1. Stage 1: Health Scoring — Evaluate each skill against governance criteria (permission declarations, safety rails, input/output schema completeness). Free on Starter.
2. Stage 2: Drift Detection — Compare current skill definitions against their baseline to detect undocumented changes. Free on Starter.
3. Stage 3: Active Incident Classification — Classify governance incidents associated with skills in production. Requires Builder or above.
4. Stage 4: Candidate Improvement Drafts — Generate improvement recommendations for skills that fail health checks. Requires Builder or above.
5. Stage 5: Promotion Gates — Enforce promotion criteria before skills advance to production. Requires Builder or above.

Key Facts

• Owner: Master 22 Solutions (contact@master22solutions.com)
• Website: https://clawmaven.com
• Current version: 1.10.37
• Supported runtimes: 14 (Native (OpenClaw, LM Studio, Ollama, Agent Zero, NullClaw, Perplexity, MaxClaw, Grok Bot (xAI), Hermes) and Heuristic/Config Scout (Google ADK, OpenAI Agents SDK, LangGraph, CrewAI, Claude / Anthropic SDK))
• Privacy: Your governance configuration is generated in your browser and is not transmitted to ClawMaven servers. Generating a pack sends only a one-way SHA-256 hash for quota counting; AI suggestions, analytics, and any form you submit are opt-in and named on our privacy page.
• Free to start — no credit card required, no account needed
• Compliance: EU AI Act, NIST AI RMF, ISO/IEC 42001, SOC 2, and GDPR. The EU AI Omnibus (Regulation (EU) 2026/1744, in force 27 July 2026) moved stand-alone high-risk (Annex III) obligations to 2 December 2027 and product-embedded (Annex I) to 2 August 2028. Article 50 transparency obligations have applied since 2 August 2026.

Supported Runtimes (14 total)

Native, local and cloud runtimes — support level in brackets

• OpenClaw — Open-source agent framework; full native governance config + Repair CLI integration (Native)
• LM Studio — Local / air-gapped models; routes tasks to local LLM server with three routing presets (Full Pack)
• Ollama — Local model server; governance configuration and tool use policy for self-hosted models (Full Pack)
• Agent Zero — Modular multi-agent setups; markdown-based governance artifacts (instructions, prompts, agents.json) (Full Pack)
• NullClaw — Custom runtime scaffold with a small footprint, suited to edge deployments (Full Pack)
• Perplexity — Browser-control integration; governance artifacts mapped to Perplexity's permission model (Integration Profile)
• MaxClaw — Managed cloud runtime; profile-based governance artifacts for a hosted deployment, without shell verification (Integration Profile)
• Grok Bot (xAI) — Profile-based governance review for xAI Grok Bot and separately validated custom-MCP connections (Integration Profile)
• Hermes — Local agent runtime with session management, memory, and Config Scout governance analysis (Integration Profile)

Heuristic (Config Scout) — Governance gap analysis via code scanning

• Google ADK — SDK staleness detection, shell execution patterns, tool approval gap scanning
• OpenAI Agents SDK — Tool guardrail gaps, handoff governance issues, model pinning analysis
• LangGraph — Detects missing interrupt gates, unchecked shell execution, absent checkpointers
• CrewAI — Flags unchecked delegation chains, code execution risks in tool definitions, raw API key exposure
• Claude / Anthropic SDK — Computer-use risk detection, system prompt quality scoring, tool use governance gap analysis

Pricing

• Developer (CLI) — Free. OpenClaw Repair CLI (clawmaven npm package). No account required.
• Starter — Free forever. Full 24-step wizard, all ZIP artifacts, Hygiene tools, Skill Assurance.
• Builder — $49 one-time (no subscription). Config Scout with AI-pattern detection, Custom Skills Generator, Trading guardrails, full Auditor Summary exports.
• Team — $99/month. Everything in Builder plus team sharing, config versioning, branded runbooks, the /monitor run-report dashboard, priority support.
• Enterprise — From $399/month or $4,500/year. Dedicated onboarding, volume licensing, custom compliance exports, white-glove support.
• Governance Audit — From $2,500, delivered in 5 business days. Expert-delivered, for teams that want the outcome without learning the platform.
• Observer — $497 per month. Standing third-party monitoring: monthly drift reports, quarterly tamper-evident evidence bundle. Manage or cancel your subscription any time through the Stripe billing portal.

Key Platform Features

Governance Wizard

24-step guided wizard: agent goal, operator mode, runtime target, budget caps, forbidden actions, model routing, scheduling, escalation rules, skill sources, and risk thresholds. Live Autonomy Intensity Meter (0–100) with top-3 risk drivers. Four editions: Solo, Trading, Agency, Enterprise. Five governance templates: Research, Content, DevOps, Support, Trading.

Config Scout (/optimize)

Upload or paste any existing AI agent config. Scans against 40+ heuristic patterns across all 5 heuristic runtimes (Google ADK, OpenAI Agents SDK, LangGraph, CrewAI, Claude / Anthropic SDK). Returns suggested fixes and a governance pack. Closes compliance gaps in seconds. Available in Builder and above.

Runtime Hygiene Engine (/hygiene)

7-card advisory dashboard: Session file count, session registry size, large session transcripts, orphaned session references, scheduler / cron log size, stale path references and overall cleanup confidence. Generates maintenance policies and actionable repair commands.

Auditor Compliance Summary

10-section compliance summary bundled in every governance ZIP. Covers EU AI Act, NIST AI RMF, ISO/IEC 42001, SOC 2, and GDPR. EU AI Act coverage spans Articles 9, 10, 13, 14, 17 and 62. The EU AI Omnibus (Regulation (EU) 2026/1744, in force 27 July 2026) moved stand-alone high-risk (Annex III) obligations to 2 December 2027 and product-embedded (Annex I) to 2 August 2028. Article 50 transparency obligations have applied since 2 August 2026.

Skill Assurance Pipeline (/skill-health)

5-stage validation: Stage 1 Health Scoring and Drift Detection, Stage 2 Incident Classification, Stage 3 Candidate Improvement Drafts, Stage 4 Candidate Validation, Stage 5 Promotion Gates. Stages 1–2 free; stages 3–5 require Builder or above.

Run Monitoring Dashboard (/monitor)

Your agents send their own run reports to POST /api/runs/ingest with an API key; ClawMaven does not connect to or watch your runtime. The /monitor dashboard lists the reports it receives by agent (status, last-seen time, error counts), re-fetches them every 30 seconds while Live mode is on, applies alert rules for cost spikes, error rates and budget breaches, and exports an incident summary for compliance review. Team and Enterprise.

Custom Skills Generator (/skills-generator)

Runtime-agnostic 6-step wizard for building custom AI agent skills with defined inputs, outputs, permissions, and safety rails. ZIP README includes Runtime Quick-Start install guides for OpenClaw, CrewAI, LangGraph, Agent Zero, and NullClaw. Builder/Team tiers.

OpenClaw Repair CLI (/cli)

Standalone Node.js tool (clawmaven binary) for diagnosing and repairing OpenClaw installations. Commands: diagnose, repair, install --patch-anthropic, guardian (live watchdog). Fixes 1006 gateway errors, corrupted config.json, OAuth silent failures, budget bleed.

All Public Pages

• / — Home: landing page, runtime coverage, 5-step process, governance templates, FAQ, pricing
• /pricing — Pricing: 5 tiers (Developer, Starter, Builder, Team, Enterprise) plus the Governance Audit and Observer
• /about — About ClawMaven and Master 22 Solutions
• /security — Security practices and Privacy by Architecture architecture
• /trust-center — Trust Center: skill registry, SHA-256 hash verifier
• /help — Help Center: FAQs, Repair CLI instructions, governance concepts
• /cli — OpenClaw Repair CLI: install, command reference, diagnose output
• /grok — Grok Bot Governance: evidence-based profile guidance and separate MCP validation paths
• /optimize — Config Scout: scan existing agent configs against 40+ heuristic patterns
• /hygiene — Runtime Hygiene Engine: 7-card advisory, maintenance policies
• /validate — Config Validator: ZIP upload, schema and hash verification
• /skills-generator — Custom Skills Generator (Builder/Team tiers)

Comparison pages (11)

• /compare/openclaw-vs-manus-vs-governed-stack — OpenClaw vs Manus vs a Governed Stack
• /compare/clawmaven-vs-credo-ai — ClawMaven vs Credo AI
• /compare/clawmaven-vs-witness-ai — ClawMaven vs WitnessAI
• /compare/clawmaven-vs-protect-ai — ClawMaven vs Prisma AIRS (formerly Protect AI)
• /compare/clawmaven-vs-lakera-guard — ClawMaven vs Check Point AI Security (formerly Lakera Guard)
• /compare/clawmaven-vs-langsmith — ClawMaven vs LangSmith
• /compare/clawmaven-vs-guardrails-ai — ClawMaven vs Guardrails AI
• /compare/clawmaven-vs-sysdig — ClawMaven vs Sysdig
• /compare/clawmaven-vs-microsoft-defender — ClawMaven vs Microsoft Defender for Cloud
• /compare/clawmaven-vs-anthropic — ClawMaven vs Anthropic
• /compare/clawmaven-vs-defenseclaw — ClawMaven vs DefenseClaw

Full AI-readable documentation: ClawMaven full AI documentation (llms-full.txt)

Concise AI summary: ClawMaven AI summary (llms.txt)