pulci 0.0.2

Continuous quality gate daemon for agent-driven Python development.

pulci

Continuous quality gate daemon for agent-driven Python development.

v0.0.2 — Apache-2.0 — docs/AGENTS.md

Why

When AI coding agents (Claude Code, Cursor, Codex) iterate on a Python project, they invoke ruff check, ty check, pytest over and over. Pre-commit hooks run at commit time. CI runs even later. Nothing in the existing tooling stack was designed for the loop an agent actually runs: edit → check → edit, dozens to hundreds of times per hour.

pulci is a small daemon — Rust core, Python CLI — that runs your configured quality gates continuously as files change, and exposes the aggregated state as structured JSON. Agents stop re-invoking tools; they query state.

Comparison

Tool	When it runs	Output format	Built for
pre-commit	Commit time	Human terminal	Humans
prek	Commit time (fast)	Human terminal	Humans
MegaLinter	CI time	Reports	CI/CD
pytest-watch	File change	Human terminal	Humans
pulci	Iteration time	Compiler-style + JSON	Agents

pulci does not replace any of these. It fills the empty quadrant.

Demo

MCP server

pulci ships an MCP server for Claude Desktop, Cursor, and any MCP-compatible host.

pulci mcp info          # prints the config block to paste into your host
pulci mcp               # starts the server (stdio)
pulci mcp /path/to/project  # explicit project root

pulci mcp info output (paste into claude_desktop_config.json or .cursor/mcp.json):

{
  "mcpServers": {
    "pulci": {
      "command": "/path/to/.venv/bin/pulci",
      "args": ["mcp"]
    }
  }
}

Once configured, the host exposes the pulci_status tool — agents call it instead of invoking ruff/ty/pytest directly.

For AI agents

AI coding agents (Claude Code, Cursor, Codex) should start at docs/AGENTS.md.

The short version: run pulci start once, then call pulci status --json after each edit instead of invoking ruff/ty/pytest directly.

Install

pip install pulci
pulci --version

From source (to modify the Rust core — requires Rust stable and uv):

git clone https://github.com/grego-casparri/pulci
cd pulci
uv sync
uv run maturin develop --release
uv run pulci --version

Usage

Start the daemon (runs in foreground; press Ctrl-C to stop):

pulci start                   # watches current directory, human output
pulci start /path/to/project  # explicit root
pulci start --agent           # suppress startup messages; structured exit events

Output — compiler-style diagnostics, one per line (same in both modes):

src/foo.py:12:1: error[ruff/F401] 'os' imported but unused
1 error, 0 warnings (3 files checked, 0.4s)

Query current state (reads .pulci/state.json):

pulci status                        # human-readable table
pulci status --json                 # full JSON for agents
pulci status /path/to/project --json

Sample pulci status --json output:

{
  "schema_version": 1,
  "state_version": 7,
  "timestamp": "2026-05-16T12:00:00Z",
  "summary": { "errors": 2, "warnings": 1, "checks_run": 3, "stale": false },
  "tools": [
    {"name": "ruff", "version": "0.7.4", "source": "local-venv", "path": ".venv/bin/ruff"},
    {"name": "ty",   "version": "0.0.3", "source": "uvx-latest", "path": null}
  ],
  "diagnostics": [
    {
      "tool": "ruff",
      "file": "src/foo.py",
      "line": 12,
      "col": 1,
      "severity": "error",
      "code": "F401",
      "message": "'os' imported but unused"
    }
  ]
}

Configuration

Create pulci.toml in the project root (all fields optional):

[hooks]
ruff   = true    # ruff check on changed .py files (default: true)
ty     = true    # ty check on changed .py files  (default: true)
pytest = false   # pytest on tests/test_<changed>.py (default: false)

[tools]          # optional — pin exact versions for reproducibility
ruff   = "0.7.4" # uses uvx ruff@0.7.4 instead of auto-resolving
ty     = "0.0.3"

If pulci.toml is absent, defaults apply (ruff=true, ty=true, pytest=false). If [tools] is absent, pulci resolves each tool automatically: .venv/bin/<tool> → $PATH → uvx <tool>.

Benchmark

A benchmark script is included to compare pulci against manual tool invocation and prek across N iterations:

uv run python benchmarks/bench_modes.py --iterations 50

Metrics: mean/p50/p95 latency per iteration, total wall time, estimated output tokens per iteration. pulci's compact state.json is a fixed-schema file; manual tool output grows linearly with the number of violations.

State file contract

.pulci/state.json is the primary contract between pulci and consumers. Schema version is 1 and will be bumped on breaking changes.

• Full schema: schemas/state.v1.schema.json
• Config schema: schemas/pulci-toml.schema.json
• Agent documentation: docs/AGENTS.md

Contributing

See CONTRIBUTING.md.

License

Apache-2.0