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https://github.com/Sheygoodbai/vericlaw

AI agent correction and LLM supervision for OpenClaw on Apple-native surfaces.
https://github.com/Sheygoodbai/vericlaw

agent-observability ai ai-agents ai-safety apple hallucination-detection iphone llm llmops macos openclaw supervision vericlaw

Last synced: about 2 months ago
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AI agent correction and LLM supervision for OpenClaw on Apple-native surfaces.

Awesome Lists containing this project

README 

          


  VeriClaw GitHub hero




VeriClaw 爪印





  

    Latest release

  

  

    GitHub stars

  

  

    Landing page

  

  

    ClawHub companion plugin

  

  

    ClawHub skill install

  

  

    Source-available license

  






  Apple-native AI agent correction






  AI agent correction, LLM supervision, hallucination remediation, and role-drift diagnosis across macOS, iPhone, and OpenClaw companion surfaces.






  Turn drift evidence into diagnosis, intervention, verification, and casebook learning.






  Landing page

  ·

  Download page

  ·

  Latest release

  ·

  ClawHub plugin

  ·

  ClawHub skill

  ·

  Skill guide

  ·

  MCP status

  ·

  Download source zip

  ·

  Launch kit

  ·

  Market differentiation

  ·

  First-use UX

  ·

  Support




> Source is visible for review, citation, and internal evaluation. Commercial use, public modified redistribution, resale/hosting, and brand use require written permission. See [LICENSE](LICENSE).



## Why it exists



When a bot hallucinates, overreaches, or stops honoring its professional role,

another observability panel is not enough. `VeriClaw 爪印` is designed to turn

that moment into a closed correction loop instead of a passive alert.



  

    

      Evidence-first cases


      Capture what actually happened before context disappears.

    

    

      Professional-role drift


      Diagnose failures as broken occupational contracts when that helps teams intervene faster.

    

    

      Apple-native supervision


      Keep the correction workflow coherent across iPhone and macOS instead of borrowing a generic web console.

    

  



## The correction loop



`evidence -> diagnosis -> prescription -> verification -> casebook`



VeriClaw is built for moments where teams need to answer three questions fast:

what went wrong, what should happen next, and whether the correction actually held.



## Download and share



- Visit the [landing page](https://sheygoodbai.github.io/vericlaw/) for the fastest product overview, screenshots, and share-ready positioning.

- Use the [download page](https://sheygoodbai.github.io/vericlaw/download/) for the most stable public entry to the current release asset, checksums, and source archive.

- Use the [ClawHub plugin page](https://clawhub.ai/plugins/vericlaw) if you want the OpenClaw companion entry; installing it also exposes the bundled `vericlaw` discovery skill in the Skills surface.

- Open the [latest release](https://github.com/Sheygoodbai/vericlaw/releases/latest) for the current public launch snapshot.

- Download the public source package as a [ZIP archive](https://github.com/Sheygoodbai/vericlaw/archive/refs/heads/main.zip) or clone the repository directly for review, citation, and internal evaluation:



```bash

git clone https://github.com/Sheygoodbai/vericlaw.git

```



- Use the canonical launch copy, screenshots, and source-availability guidance when forwarding the project internally or sending reviewers to the right source.



Current public download posture is GitHub-first: source distribution, launch materials,

screenshots, and release notes are public now. The ClawHub surface is the

companion plugin + skill entry, while the macOS app bundle lives on the GitHub

release/download path.



## Install the right thing



- `VeriClaw 爪印.app`: use the [download page](https://sheygoodbai.github.io/vericlaw/download/) or [latest release](https://github.com/Sheygoodbai/vericlaw/releases/latest). This is the real macOS app bundle path.

- `OpenClaw companion plugin`: use the [ClawHub plugin page](https://clawhub.ai/plugins/vericlaw) or run `openclaw plugins install clawhub:vericlaw`.

- `Standalone discovery skill`: use the [ClawHub skill page](https://clawhub.ai/sheygoodbai/vericlaw), run `clawhub install vericlaw`, or use `openclaw skills install vericlaw`.



## Distribution surfaces



- `Download app`: use the [download page](https://sheygoodbai.github.io/vericlaw/download/) or [latest release](https://github.com/Sheygoodbai/vericlaw/releases/latest) for the real macOS ZIP.

- `Install companion`: use the [ClawHub plugin page](https://clawhub.ai/plugins/vericlaw) for the OpenClaw-facing plugin shell and bundled `vericlaw` skill.

- `Install skill directly`: use the [ClawHub skill page](https://clawhub.ai/sheygoodbai/vericlaw), run `clawhub install vericlaw`, or use `openclaw skills install vericlaw` if you want the standalone discovery skill entry.

- `Install from OpenClaw`: use `openclaw plugins install clawhub:vericlaw` for the companion plugin route.

- `Understand the skill route`: use the [ClawHub skill guide](https://sheygoodbai.github.io/vericlaw/clawhub-skill/) if you want the cleanest explanation of skill vs plugin vs app download.

- `Clarify MCP status`: use the [MCP status page](https://sheygoodbai.github.io/vericlaw/mcp-status/) when a directory or review site needs the truthful answer to `VeriClaw MCP` queries.

- `Browse source`: use the [GitHub repository](https://github.com/Sheygoodbai/vericlaw) for code, launch assets, and release history.

- `Share correctly`: cite the project as `VeriClaw 爪印` and prefer the canonical landing page, download page, release page, or repository links above.



## MCP status



As of April 5, 2026, `VeriClaw 爪印` is **not** published as a standalone public

MCP server.



- If you run a directory, recommendation page, or review roundup, classify VeriClaw as an `Apple-native correction companion for OpenClaw`.

- Best-fit labels remain `AI agent correction`, `LLM supervision`, `hallucination remediation`, and `role-drift diagnosis`.

- Do not tag the product as `mcp-server`; use the [official MCP status page](https://sheygoodbai.github.io/vericlaw/mcp-status/) for citation-safe wording.



## Cite and forward VeriClaw



- Use GitHub's `Cite this repository` panel or [CITATION.cff](CITATION.cff) when referencing VeriClaw in posts, decks, reports, newsletters, or reviews.

- Copy-paste summary: `VeriClaw 爪印 is an Apple-native AI agent correction app for evidence-first diagnosis, intervention, verification, and casebook learning.`

- Canonical links: [landing page](https://sheygoodbai.github.io/vericlaw/), [download page](https://sheygoodbai.github.io/vericlaw/download/), [latest release](https://github.com/Sheygoodbai/vericlaw/releases/latest), and [GitHub repository](https://github.com/Sheygoodbai/vericlaw).

- Share canonical links, factual reviews, brief quoted excerpts, or exact unmodified non-commercial copies with attribution and notices intact. Do not publish modified mirrors, repacks, or commercial variants without written permission.



## Product glimpse



  

    

      Connect to a trusted gateway


      Connect to a trusted gateway

    

    

      Review evidence and settings


      Review evidence and settings

    

    

      Keep role-aware follow-up within reach


      Keep role-aware follow-up within reach

    

    

      Pull live context into the correction loop


      Pull live context into the correction loop

    

  





  

    Current gallery shows the paired OpenClaw gateway flow because VeriClaw is a companion surface, not a separate runtime.

  




## Who should open this repository



- Teams evaluating `AI agent supervision`, `LLM correction`, and `hallucination remediation` workflows

- Builders looking for `role-drift diagnosis`, `evidence-first incident review`, and `verification loops`

- Operators who want an `Apple-native` companion surface around OpenClaw instead of a generic web-only dashboard

- Partners, press, or early users who need a shareable launch kit, screenshots, and source-access guidance



## What makes it different



- `Companion, not clone`: OpenClaw remains the runtime and gateway substrate. VeriClaw adds the native supervision and correction layer.

- `Correction, not only monitoring`: the product is meant to recommend the next intervention, not just display drift after the fact.

- `Professional-role drift`: many failures are framed as role-contract breakdowns when that leads to better remediation.

- `Casebook learning`: every closed loop should leave behind reusable correction memory instead of another disconnected incident log.



## Search intent and positioning



Teams usually discover VeriClaw through concrete problems rather than category names.

This repository is intentionally written for searches around:



- `AI agent correction`

- `LLM supervision for production bots`

- `幻觉纠偏`

- `幻觉修复`

- `hallucination and fake-completion remediation`

- `假完成诊断`

- `未做却说做了`

- `role-drift diagnosis for assistants`

- `macOS-native OpenClaw companion`

- `VeriClaw plugin for OpenClaw`

- `VeriClaw skill`

- `VeriClaw MCP`

- `Is VeriClaw an MCP server`

- `evidence -> diagnosis -> intervention -> verification workflow`



## Support VeriClaw



- Star the [GitHub repository](https://github.com/Sheygoodbai/vericlaw) if the project is useful to you.

- Watch [new releases](https://github.com/Sheygoodbai/vericlaw/releases/latest) if you want public launch updates.

- Join [GitHub Discussions](https://github.com/Sheygoodbai/vericlaw/discussions) to share case studies, deployment notes, and citation links.

- Use [Security.md](SECURITY.md) for private vulnerability reporting and package-integrity concerns.

- If you want to adapt VeriClaw, publish a modified copy, or commercialize it, ask for written permission first.

- Link to the [landing page](https://sheygoodbai.github.io/vericlaw/) or [download page](https://sheygoodbai.github.io/vericlaw/download/) when citing VeriClaw externally so the canonical name and positioning stay consistent.



## Release surface



- `GitHub` is the current public launch surface.

- `Apple companion hardening` continues in parallel for the native iPhone and macOS experience.

- This repository focuses on launch materials, product positioning, and the public-facing correction story.



## Start here



- [docs/launch/github-launch-kit.md](docs/launch/github-launch-kit.md): reusable copy deck for repository, release, and launch posts

- [docs/launch/github-release-announcement.md](docs/launch/github-release-announcement.md): release body draft

- [docs/launch/github-publish-checklist.md](docs/launch/github-publish-checklist.md): publishing checklist

- [docs/launch/growth-copy-deck.md](docs/launch/growth-copy-deck.md): release hero text, pinned repo blurbs, and high-conversion one-liners

- [docs/launch/distribution-post-templates.md](docs/launch/distribution-post-templates.md): paste-ready first-wave public distribution templates

- [docs/launch/channel-execution-plan.md](docs/launch/channel-execution-plan.md): 14-day channel plan for GitHub, Show HN, Product Hunt, and direct outreach

- [docs/launch/product-hunt-launch-pack.md](docs/launch/product-hunt-launch-pack.md): ready-to-submit Product Hunt fields, maker comment, and launch-day operating plan

- [docs/launch/founder-outreach-playbook.md](docs/launch/founder-outreach-playbook.md): warm DM scripts and tracking plan for the first 30 launch conversations

- [CONTRIBUTING.md](CONTRIBUTING.md): how to cite, report issues, and propose changes under the source-available policy

- [LICENSE-SUMMARY.md](LICENSE-SUMMARY.md): plain-language summary of what can be forwarded, and what still needs permission

- [https://sheygoodbai.github.io/vericlaw/](https://sheygoodbai.github.io/vericlaw/): public landing page for search and social sharing

- [https://sheygoodbai.github.io/vericlaw/openclaw-plugin/](https://sheygoodbai.github.io/vericlaw/openclaw-plugin/): canonical OpenClaw plugin and bundled skill explainer

- [https://clawhub.ai/sheygoodbai/vericlaw](https://clawhub.ai/sheygoodbai/vericlaw): live ClawHub skill page for `clawhub install vericlaw`

- [https://sheygoodbai.github.io/vericlaw/mcp-status/](https://sheygoodbai.github.io/vericlaw/mcp-status/): canonical answer for MCP-adjacent directories and `VeriClaw MCP` queries

- [https://sheygoodbai.github.io/vericlaw/ai-agent-correction/](https://sheygoodbai.github.io/vericlaw/ai-agent-correction/): category page for AI agent correction and LLM supervision searches

- [https://sheygoodbai.github.io/vericlaw/ai-hallucination-remediation/](https://sheygoodbai.github.io/vericlaw/ai-hallucination-remediation/): category page for AI hallucination, AI幻觉纠偏, and AI纠偏 searches

- [https://sheygoodbai.github.io/vericlaw/hallucination-correction-cn/](https://sheygoodbai.github.io/vericlaw/hallucination-correction-cn/): Chinese exact-match page for 幻觉纠偏, 幻觉修复, and 工作幻觉 searches

- [https://sheygoodbai.github.io/vericlaw/fake-completion-diagnosis/](https://sheygoodbai.github.io/vericlaw/fake-completion-diagnosis/): category page for fake completion diagnosis, AI假完成, and agent evaluation searches

- [https://sheygoodbai.github.io/vericlaw/fake-completion-diagnosis-cn/](https://sheygoodbai.github.io/vericlaw/fake-completion-diagnosis-cn/): Chinese exact-match page for 假完成诊断, AI假完成, and AI以为自己工作了 searches

- [https://sheygoodbai.github.io/vericlaw/not-done-but-claimed-done/](https://sheygoodbai.github.io/vericlaw/not-done-but-claimed-done/): natural-language failure page for 未做却说做了, 明明没做却说做了, and 装作做完了 searches

- [https://sheygoodbai.github.io/vericlaw/agent-evaluation/](https://sheygoodbai.github.io/vericlaw/agent-evaluation/): category page for agent evaluation, drift verification, and correction-hold searches

- [https://sheygoodbai.github.io/vericlaw/verification-workflow/](https://sheygoodbai.github.io/vericlaw/verification-workflow/): category page for verification workflow, correction loops, and verification-before-completion searches

- [https://sheygoodbai.github.io/vericlaw/agent-monitoring-vs-correction/](https://sheygoodbai.github.io/vericlaw/agent-monitoring-vs-correction/): comparison page for monitoring-vs-correction review intent

- [https://sheygoodbai.github.io/vericlaw/openclaw-companion/](https://sheygoodbai.github.io/vericlaw/openclaw-companion/): long-tail page for OpenClaw companion, OpenClaw correction, and OpenClaw-native install intent

- [https://sheygoodbai.github.io/vericlaw/agent-quality-control/](https://sheygoodbai.github.io/vericlaw/agent-quality-control/): long-tail page for agent quality control, correction-first supervision, and verification workflow discovery

- [https://sheygoodbai.github.io/vericlaw/bot-correction/](https://sheygoodbai.github.io/vericlaw/bot-correction/): natural-language page for bot correction, bot verification, and bot drift recovery intent

- [https://sheygoodbai.github.io/vericlaw/recommendation-snippets/](https://sheygoodbai.github.io/vericlaw/recommendation-snippets/): copy-ready blurbs and install snippets for recommendation sites, directories, and review roundups

- [https://sheygoodbai.github.io/vericlaw/directory-submission/](https://sheygoodbai.github.io/vericlaw/directory-submission/): official listing fields, tags, and safe claims for plugin directories, recommendation sites, and MCP/tool catalogs

- [https://sheygoodbai.github.io/vericlaw/directory-submission/vericlaw-directory-profile.json](https://sheygoodbai.github.io/vericlaw/directory-submission/vericlaw-directory-profile.json): machine-readable official profile for automated directory ingestion and recommendation systems

- [https://sheygoodbai.github.io/vericlaw/review-kit/](https://sheygoodbai.github.io/vericlaw/review-kit/): official facts, screenshots, and canonical links for reviewers and directories

- [https://sheygoodbai.github.io/vericlaw/llms.txt](https://sheygoodbai.github.io/vericlaw/llms.txt): AI-readable routing file for recommendation and summary systems

- [docs/design/first-use-ux-iteration.md](docs/design/first-use-ux-iteration.md): first-use UX notes

- [docs/launch/market-differentiation.md](docs/launch/market-differentiation.md): market scan and differentiation framing



## Copyright, source use, and enforcement



- This repository is `source-available`, not open source.

- You may view, clone, privately evaluate, and non-commercially forward exact unmodified copies under [LICENSE](LICENSE).

- Commercial use, hosted reuse, and publication or redistribution of modified versions require prior written permission.

- See [LICENSE-SUMMARY.md](LICENSE-SUMMARY.md) for the short human-readable version.

- GitHub may still permit public viewing and on-platform forks for this public repository, but that platform behavior does not grant broader rights beyond the applicable licenses.

- Preserve [LICENSE](LICENSE), [NOTICE](NOTICE), [ATTRIBUTION.md](ATTRIBUTION.md), and applicable third-party notices in permitted copies.

- Some materials are derived from OpenClaw and remain subject to the applicable upstream notice preserved in [LICENSES/OPENCLAW-MIT.txt](LICENSES/OPENCLAW-MIT.txt).

- Keep clear source references, including the upstream OpenClaw reference where relevant.

- Brand rights are separate from copyright rights. See [TRADEMARKS.md](TRADEMARKS.md).

- Patent posture, takedown path, and enforcement contacts live in [PATENTS.md](PATENTS.md), [INFRINGEMENT.md](INFRINGEMENT.md), and [LEGAL_ENFORCEMENT.md](LEGAL_ENFORCEMENT.md).

- Privacy and support materials live in [PRIVACY.md](PRIVACY.md) and [SUPPORT.md](SUPPORT.md).



## Important clarification



This is not the canonical OpenClaw repository.



If you are looking for the upstream runtime project, see

[openclaw/openclaw](https://github.com/openclaw/openclaw).