Skip to main content

type: Schema Reference title: prgenius description: PR Genius — 提交前改进顾问,stdlib-first CLI + stdio MCP shell version: 1.1.1 created: 2026-07-04 updated: 2026-07-09 author: zsxh1990

prgenius

PR Genius — 提交前改进顾问。Local-only. Stdlib-first.

A pure-Python (zero hard deps) library + CLI for PR contribution quality analysis.

Install

pip install prgenius-core

Or run from a checkout:

cd prgenius
PYTHONPATH=src python3 -m prgenius --version

Important: PyPI package is the interface, not the data

The PyPI wheel ships only the Python code (prgenius/ package). The knowledge base (profile markdown, case studies, OKF schemas) lives in the GitHub repo at https://github.com/zsxh1990/pr-genius and is not bundled into the wheel. To use prgenius-core after pip install, point it at a checkout of the knowledge base:

git clone https://github.com/zsxh1990/pr-genius
prgenius-core --repo-root ./pr-genius profile get astral-sh/uv

If you cloned a specific tag/commit, the package's __version__ should match (e.g. v0.7.7 ↔ prgenius-core==0.7.7).

Optional: MCP server

The MCP entry point (prgenius-core mcp serve) requires the mcp package:

pip install "prgenius-core[mcp]"

Quick Start

# 1) Schema reference
PYTHONPATH=src python3 -m prgenius schema info

# 2) Look up one repo
PYTHONPATH=src python3 -m prgenius profile get astral-sh/uv

# 3) List currently-open case studies
PYTHONPATH=src python3 -m prgenius case list --status=open

# 4) NDJSON dump of every case study (for benchmarks / agent context)
PYTHONPATH=src python3 -m prgenius dump > cases.ndjson

# 5) Run as stdio MCP server (for Cursor/Cline/Claude Code)
PYTHONPATH=src python3 -m prgenius mcp serve

Programmatic use

from prgenius.parser import profile_get, iter_case_studies, schema_info

prof = profile_get("path/to/repo_root", "astral-sh/uv")
print(prof["frontmatter"]["title"])

for case in iter_case_studies("path/to/repo_root"):
    fm = case["frontmatter"]
    if fm.get("final_status") == "open":
        print(fm.get("pr_number"), fm.get("repo"))

What's exposed

Command Description
prgenius analyze "title" --repo org/repo 提交前改进建议 (三档风险)
prgenius coach "title" --repo org/repo Agent PR Dojo (exit 0=pass, 1=fail)
prgenius harvest org/repo 123 被拒 PR → anti-pattern/lesson draft
prgenius profile get <org/name> 仓库画像
prgenius case list [--status=...] PR Case Study 列表
prgenius schema info Schema 版本
prgenius dump NDJSON dump
prgenius mcp serve Stdio MCP server

MCP surface (when mcp is installed)

6 tools for local agents:

  • analyze_pr(title, repo, body, ...) — 结构化信号 + 建议 + 三档风险
  • coach_pr(title, repo, body, ...) — pass/fail + checklist
  • get_repo_profile(repo) — 仓库画像
  • list_open_prs() — open PR 列表
  • get_case_study(repo, pr_number) — PR 案例
  • schema_info() — schema 版本

No network, no auth. Stdio only.

--repo-root flag

The MCP server defaults to a path computed from its install location (<package>/../.. × 3 to reach the knowledge base). When that path is wrong (editable install, venv, worktree, fork), pass --repo-root:

python3 -m prgenius --repo-root /path/to/big-repo-pr-knowledge mcp serve

Wiring into Cursor / Claude Code / Cline

These editors all read MCP server config from JSON. Point command at python3 -m prgenius and args at mcp serve (add --repo-root if the auto-detected path doesn't match your checkout). No env keys, no auth.

Claude Code (~/.claude/mcp.json or project-local .mcp.json):

{
  "mcpServers": {
    "pr-genius": {
      "command": "python3",
      "args": ["-m", "prgenius", "--repo-root", "/abs/path/to/big-repo-pr-knowledge", "mcp", "serve"]
    }
  }
}

Cursor (~/.cursor/mcp.json):

{
  "mcpServers": {
    "pr-genius": {
      "command": "python3 -m prgenius",
      "args": ["--repo-root", "/abs/path/to/big-repo-pr-knowledge", "mcp", "serve"]
    }
  }
}

Cline (VS Code cline_mcp_settings.json):

{
  "mcpServers": {
    "pr-genius": {
      "command": "python3",
      "args": ["-m", "prgenius", "--repo-root", "/abs/path/to/big-repo-pr-knowledge", "mcp", "serve"],
      "disabled": false
    }
  }
}

Replace /abs/path/to/big-repo-pr-knowledge with the actual checkout. Omit --repo-root only if you installed prgenius from this exact checkout (then the default path resolves correctly).

Schema we honor

  • rounds v0.5.0action enum + delta object + case-level close_decision
  • rounds v0.7.0 — adds optional verified_at, evidence_urls, confidence to round + case level (BC over v0.5.0)

See ../ROUNDS_SCHEMA.md for the canonical schema.

Why this exists

The repo is meant to be human-readable (<org>-<repo>/index.md) AND machine-readable via this package. People get the narrative; agents get structured tool calls. Both views share one source of truth.

License

MIT (same as parent repo).

Download files

Download the file for your platform. If you're not sure which to choose, learn more about installing packages.

Source Distribution

prgenius_core-1.4.3.tar.gz (61.1 kB view details)

Uploaded Source

Built Distribution

If you're not sure about the file name format, learn more about wheel file names.

prgenius_core-1.4.3-py3-none-any.whl (48.9 kB view details)

Uploaded Python 3

File details

Details for the file prgenius_core-1.4.3.tar.gz.

File metadata

  • Download URL: prgenius_core-1.4.3.tar.gz
  • Upload date:
  • Size: 61.1 kB
  • Tags: Source
  • Uploaded using Trusted Publishing? Yes
  • Uploaded via: twine/7.0.0 CPython/3.13.14

File hashes

Hashes for prgenius_core-1.4.3.tar.gz
Algorithm Hash digest
SHA256 29b4fb339336e9d5bab4a86d689c68f433ccc3a2c79481fd654c0a6fcc89cfc6
MD5 d6b01e7157fe4aa8732d3f1d085e71f9
BLAKE2b-256 6aa1666fb0ad18f5ad5ed349242c2bef17c039ed70a3d3df966f477e4ff2cede

See more details on using hashes here.

Provenance

The following attestation bundles were made for prgenius_core-1.4.3.tar.gz:

Publisher: publish-pypi.yml on zsxh1990/pr-genius

Attestations: Values shown here reflect the state when the release was signed and may no longer be current.

File details

Details for the file prgenius_core-1.4.3-py3-none-any.whl.

File metadata

  • Download URL: prgenius_core-1.4.3-py3-none-any.whl
  • Upload date:
  • Size: 48.9 kB
  • Tags: Python 3
  • Uploaded using Trusted Publishing? Yes
  • Uploaded via: twine/7.0.0 CPython/3.13.14

File hashes

Hashes for prgenius_core-1.4.3-py3-none-any.whl
Algorithm Hash digest
SHA256 77cbac9c085ad73f668e5f0a29c4147c70cefcdb7d607d7e670dc7bf9f470bb3
MD5 19497e335102e049492a92cbb13974e7
BLAKE2b-256 e1c0d7de030fce139289c31adc0c6030bd3a43f2190292ed41bf512ce5fe375c

See more details on using hashes here.

Provenance

The following attestation bundles were made for prgenius_core-1.4.3-py3-none-any.whl:

Publisher: publish-pypi.yml on zsxh1990/pr-genius

Attestations: Values shown here reflect the state when the release was signed and may no longer be current.

Release history Release notifications | RSS feed

1.8.0

2 files

1.7.2

2 files

1.7.1

2 files

1.6.3

2 files

1.6.2

2 files

1.6.1

2 files

1.6.0

2 files

1.5.2

2 files

1.5.1

2 files

1.5.0

2 files

This release

1.4.3 This release

2 files

1.4.2

2 files

1.4.1

2 files

1.4.0

2 files

1.3.0

2 files

1.2.0

2 files

0.8.0

2 files

0.7.8

2 files

Anthropic, PBC Visionary sponsor Bloomberg Visionary sponsor Hudson River Trading Visionary sponsor Meta Visionary sponsor NVIDIA Visionary sponsor Microsoft Sustainability sponsor Depot Continuous Integration AWS Cloud computing and Security Sponsor Datadog Monitoring Fastly CDN Google Download Analytics Sentry Error logging StatusPage Status page