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README.md
PyModel — AI, LLM, and machine learning solutions

Think first, then code.

Open-source tools for coding agents, UI engineering, and verifiable AI workflows.

Website · Explore all repositories · Contact

Featured

jev-judge-mcp: typed judgment tools for MCP agents. Model judges, policy decides: auto, review, or escalate.

uvx --from 'jev-judge-mcp[typesafe]' jev-judge-mcp setup     # verify and store your TypeSafe key
uvx --from 'jev-judge-mcp[typesafe]' jev-judge-mcp install   # add the server to your agents
uvx --from 'jev-judge-mcp[typesafe]' jev-judge-mcp doctor    # check the configuration, offline

Works with Claude Code, Claude Desktop, Codex, Cursor, OpenCode, Pi, omp, and Pythinker.

niblet-skill-mcp: real screen references and a design skill for coding agents that build UI. Contract, build, check.

npx skills add PyModel/niblet-skill-mcp --skill niblet -y   # the design skill, no token needed
claude mcp add niblet -- npx -y @pymodel/niblet             # optional: real screen references

The skill works alone. The server adds real screens, licensed fonts and icons, and the design system behind a picked screen.

Projects

Agent judgment and verification

  • jev-judge-mcp: verify, screen, rank, decide, and gate with typed verdicts; policy picks auto, review, or escalate
  • jev-skill: agent skill for building Jev decisions into your own app
  • code-max: requires real test evidence before an agent claims done
  • done-means-done: a task record and Stop hook that send agents back to unfinished work
  • defensive-design: proportional failure handling, idempotency, and backpressure for production code

Coding agents

  • pythinker-code: our flagship terminal agent, with editor support over ACP
  • pythinker-cli: review-first shell agent that scans and debugs before it writes
  • claude-architect: Claude Code delegates to isolated CLI agents, then verifies before you merge
  • claude-agy-mcp: Claude Code to Antigravity CLI bridge with model fallback
  • maestro: Claude plans and reviews, Codex writes the code

UI and frontend

  • niblet-skill-mcp: design skill and MCP server that ground agent-built UI in real screens
  • designer-skill: UI design tools for any coding agent, installed in one line
  • react-frontend-skills: React 19, Next.js 16, TypeScript, and testing skills
  • vue3-best-practices: Vue 3, Router, Pinia, and Vitest skills with an MCP server
  • css-pro-tips: Baseline-aware modern CSS guidance, loaded on demand
  • cinematic-ui: web design driven by the visual grammar of a real film

Agent skills

  • research-stack-skill: one routed research path across Context7, Tavily, and Firecrawl
  • postgres-skill: schema, indexing, query tuning, migrations, and RLS
  • prompt-enhancement-skill: create, critique, and repair prompts for any AI tool
  • reverse-engineering-skill: binary analysis, runtime instrumentation, and protocol work

Privacy

  • watermark-remover: cleaner for hidden Unicode, token watermarks, and C2PA/EXIF metadata in your files

Work with us

Found a bug or have an idea? Open an issue in the relevant repository. For AI and machine learning work, contact [email protected] or visit pymodel.com.

Pinned Loading

  1. pythinker-code pythinker-code Public

    Next-generation AI coding agent for your terminal — reads code, edits files, runs tools, and integrates with editors via ACP.

    TypeScript 29 9

  2. designer-skill designer-skill Public

    Plug-and-play MCP that gives your coding agent UI superpowers. One-line install, zero config. Claude Code, Codex, Cursor, VS Code, and more.

    JavaScript 52 5

  3. watermark-remover watermark-remover Public

    Find and remove AI provenance signals from files you own: hidden Unicode, token watermarks, visible image marks, and C2PA/EXIF/XMP metadata. Zero-dependency Python 3.10+ core; models, GPUs, and sys…

    Python 36 5

  4. react-frontend-skills react-frontend-skills Public

    Production-grade AI agent skills for React 19, Next.js 16, TypeScript 7, testing, data, UI, and frontend architecture—ready for Codex, Claude Code, Cursor, Pi, and more.

    JavaScript 42 6

  5. css-pro-tips css-pro-tips Public

    Baseline-aware modern CSS Agent Skill: small SKILL.md router + on-demand references. Claude Code, Codex, Cursor, Copilot, Gemini CLI, OpenCode, Pi, Kiro, Pythinker Code, Aider + 70 more agents.

    JavaScript 34 3

Repositories

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Showing 10 of 35 repositories
  • pythinker-code Public

    Next-generation AI coding agent for your terminal — reads code, edits files, runs tools, and integrates with editors via ACP.

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    PyModel/pythinker-code's past year of commit activity
    TypeScript 29 MIT 9 1 10 Updated Nov 12, 2026
  • code-max Public

    Agent skill that makes a coding agent verify before it claims done — no stubs, no fabricated test results, evidence-backed completion reports.

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    PyModel/code-max's past year of commit activity
    4 MIT 2 0 0 Updated Nov 11, 2026
  • defensive-design Public

    Agent skill for production resilience: proportional defensive engineering, failure classification, idempotency, backpressure, and evidence-backed verification.

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    PyModel/defensive-design's past year of commit activity
    Python 1 MIT 1 0 0 Updated Nov 11, 2026
  • matt-automation Public

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    PyModel/matt-automation's past year of commit activity
    JavaScript 0 1 0 0 Updated Nov 10, 2026
  • api-vault-releases Public

    Downloads and update feed for API Vault (macOS). © PyModel LLC

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    PyModel/api-vault-releases's past year of commit activity
    0 0 0 0 Updated Nov 9, 2026
  • react-frontend-skills Public

    Production-grade AI agent skills for React 19, Next.js 16, TypeScript 7, testing, data, UI, and frontend architecture—ready for Codex, Claude Code, Cursor, Pi, and more.

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    PyModel/react-frontend-skills's past year of commit activity
    JavaScript 42 MIT 6 0 0 Updated Nov 9, 2026
  • watermark-remover Public

    Find and remove AI provenance signals from files you own: hidden Unicode, token watermarks, visible image marks, and C2PA/EXIF/XMP metadata. Zero-dependency Python 3.10+ core; models, GPUs, and system binaries sit behind opt-in adapters.

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    PyModel/watermark-remover's past year of commit activity
    Python 36 MIT 5 0 25 Updated Nov 9, 2026
  • designer-skill Public

    Plug-and-play MCP that gives your coding agent UI superpowers. One-line install, zero config. Claude Code, Codex, Cursor, VS Code, and more.

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    PyModel/designer-skill's past year of commit activity
    JavaScript 52 MIT 5 0 16 Updated Nov 8, 2026
  • claude-architect Public

    Claude Code delegates coding to isolated CLI agents it doesn't trust (Codex, OpenCode, Pi, Pythinker), freezes what they produce, verifies it independently, and merges only what a human approves.

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    PyModel/claude-architect's past year of commit activity
    TypeScript 32 MIT 2 0 6 Updated Nov 6, 2026
  • pythinker-cli Public

    Think first, then code. Where Claude Code and Codex jump straight to writing, this stays review-first: a code reviewer, security scanner, root-cause debugger, and code generator, all in one shell-native loop.

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    PyModel/pythinker-cli's past year of commit activity
    Python 21 Apache-2.0 6 0 63 Updated Nov 2, 2026
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