sara-star-quant/presence

6 stars · Last commit 2026-08-16

Per-repo memory, outcome telemetry, and a calibrated-confidence gate for Claude Code, with MCP and AGENTS.md projections so other AI coding tools can read its context. Notes survive sessions; success claims need test evidence; your reverts are remembered. Local-only, stdlib runtime.

PluginTDD & Testing Debugging Documentation Design & UI DevOps & Infra Productivity AI & Prompting Data & ML Security

README preview

# presence

[![CI](https://github.com/sara-star-quant/presence/actions/workflows/ci.yml/badge.svg?branch=main)](https://github.com/sara-star-quant/presence/actions/workflows/ci.yml)
[![OpenSSF Best Practices](https://www.bestpractices.dev/projects/13085/badge)](https://www.bestpractices.dev/projects/13085)
[![Latest release](https://img.shields.io/github/v/release/sara-star-quant/presence?sort=semver&cacheSeconds=60)](https://github.com/sara-star-quant/presence/releases)
[![License: Apache 2.0](https://img.shields.io/badge/License-Apache_2.0-blue.svg)](LICENSE)
[![Python 3.12+](https://img.shields.io/badge/python-3.12%20%7C%203.13%20%7C%203.14-blue)](.github/workflows/ci.yml)
[![Stdlib only](https://img.shields.io/badge/runtime-stdlib--only-success)](pyproject.toml)
[![Local only](https://img.shields.io/badge/state-local--only-success)](docs/security.md)

> **New in [v0.8.0](https://github.com/sara-star-quant/presence/releases/tag/v0.8.0):** opt-in webhook notifier for confidence-gate verdicts, off by default and hard-disabled under `zerotrust`. See [`docs/recipes.md`](docs/recipes.md).

**Every Claude Code session starts cold. presence makes the next one start where the last one left off.**

A Claude Code plugin with read-only projections (MCP server, AGENTS.md adapter) so MCP-aware clients (Cursor, Claude Desktop, Continue) and AGENTS.md-aware tools (Codex, Gemini CLI, Windsurf, GitHub Copilot) can also read its accumulated context. Turns every session into part of a continuum.

![presence repo architecture](diagrams/presence-repo.svg)

`presence` adds four things to Claude Code, globally, with one install and zero per-project setup:

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