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pymodel

AI, LLM, and machine learning solutions. Think first, then code.
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PyModel — AI, LLM, and machine learning solutions

Think first, then code.

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

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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

Agent skills

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 hello@pymodel.com 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 50 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 38 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 41 5

  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 2

Repositories

Showing 10 of 35 repositories
  • 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.

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

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

    PyModel/api-vault-releases's past year of commit activity
    0 0 0 0 Updated Nov 2, 2026
  • defensive-design Public

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

    PyModel/defensive-design's past year of commit activity
    Python 1 MIT 1 0 0 Updated Nov 2, 2026
  • agent-ci-optimizer Public

    Agent skill: evidence-first CI optimization of push-to-green for any repo (runners, lint/typecheck, sharding, caching, parallel jobs, affected tests, hooks).

    PyModel/agent-ci-optimizer's past year of commit activity
    Python 0 MIT 0 0 0 Updated Nov 2, 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.

    PyModel/watermark-remover's past year of commit activity
    Python 38 MIT 5 0 24 Updated Nov 2, 2026
  • universal-engineering-standard Public

    Evidence-gated engineering standard as an agent skill: classify work, gate complexity on evidence, audit and score repos, definition of done — any app type.

    PyModel/universal-engineering-standard's past year of commit activity
    Python 0 MIT 0 0 0 Updated Nov 2, 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.

    PyModel/designer-skill's past year of commit activity
    JavaScript 50 MIT 5 0 16 Updated Nov 1, 2026
  • claude-agy-mcp Public

    MCP bridge that lets Claude Code delegate heavy tasks to the Antigravity CLI (agy) — purpose-built tools, model routing with fallback, and multi-turn session continuity.

    PyModel/claude-agy-mcp's past year of commit activity
    TypeScript 7 MIT 1 0 11 Updated Nov 1, 2026
  • vue3-best-practices Public

    Vue 3 best-practice agent skills for AI coding agents — Composition API, Router 5, Pinia 4, Vitest 4 — plus an MCP server and eval suite

    PyModel/vue3-best-practices's past year of commit activity
    JavaScript 1 MIT 1 0 13 Updated Nov 1, 2026
  • pythinker-code Public

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

    PyModel/pythinker-code's past year of commit activity
    TypeScript 29 MIT 9 1 5 Updated Oct 31, 2026
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