presence

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.

6 stars PythonOthers Updated Aug 28, 2026

anthropicclaudeclaude-codeclaude-code-pluginhooksagent-memoryagentic-codingai-pair-programmingcoding-assistantdeveloper-productivitysession-continuitycalibrated-confidenceai-toolsllm-toolingprompt-engineeringpython3agents-mdmcpmcp-servercompliance-redaction

No README could be loaded. View the project on GitHub for full documentation.

Frequently asked questions

What is presence?

presence is 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.

How do I install presence?

Open the GitHub repository and follow its README. Most MCP servers are added to your client's MCP config, then called by your agent.

Is presence open source?

Yes — it is hosted on GitHub at https://github.com/sara-star-quant/presence and has 6 stars.

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