# presence

> presence — sara-star-quant-presence. Use this tool when you need to track and retain context-specific information and outcomes for coding projects, solving problems of knowledge loss between sessions and providing a calibrated confidence gate for AI coding tools. It takes in git repository data and outputs projected context for other AI tools, with inputs including success claims and test evidence. Use it to maintain a persistent memory of project outcomes and decisions, enabling more effective collaboration and decision-making.

Canonical page: https://skillsregistry.net/skills/sara-star-quant-presence  
JSON: https://api.skillsregistry.net/v1/skills/sara-star-quant-presence

## Description

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.

## Trust

- **Trust score (0–1):** 0.50
- **Verification tier:** unverified

## Facts

- **Version:** 1.0.0
- **Skill type:** atomic
- **Execution layer:** container
- **Runtime environment:** vm
- **Category:** other
- **Updated:** 2026-09-21

## Source

- **Source listing:** [GitHub](https://github.com/sara-star-quant/presence)

## Use it

Resolve this record through the SkillsRegistry MCP server (no auth, read-only):

```
claude mcp add --transport http --scope user skillsregistry https://api.skillsregistry.net/mcp
```

```json
{
  "jsonrpc": "2.0",
  "id": 1,
  "method": "tools/call",
  "params": {
    "name": "get_skill",
    "arguments": {
      "slug": "sara-star-quant-presence"
    }
  }
}
```

REST: `GET https://api.skillsregistry.net/v1/skills/sara-star-quant-presence` · pull for local use: `GET https://api.skillsregistry.net/v1/skills/sara-star-quant-presence/pull`

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SkillsRegistry indexes agent skills from public registries and GitHub. Skills we have analysed are scanned with Circle-IR and scored on six dimensions; each listing states its scan coverage. More: https://skillsregistry.net/llms.txt