# twiceshy [Health: Active]

**Category:** 🧠 Knowledge & Memory  
**Repository:** https://github.com/dotts-h/twiceshy  
**GitHub Stars:** 0  
**Views:** 0  
**Installs:** 0  
**Upvotes:** 0  
**Directory Page:** https://allmcps.com/mcp/twiceshy

## Description
Experience memory for coding agents: validated traps, fixes and dead-ends at decision time.

## Claude Desktop Quick Installation
Remote MCP endpoint (confidence: high). Install path detected from listing signals. Add as a URL/SSE server in your client:

```json
"mcpServers": {
  "twiceshy": {
    "url": "https://twiceshy.app"
  }
}
```

## Documentation & README

# twiceshy

> Once bitten, twice shy.

A self-hosted service that feeds hard-won engineering experience — issues,
dead-ends, root causes, validated fixes — to LLM coding agents at decision
time, so they stop repeating known mistakes on autopilot. Records are
git-backed and provenance-aware; automatic retrieval applies a relevance floor
so a weak match can return nothing.

## Hosted alpha

The hosted instance runs at [twiceshy.app](https://twiceshy.app) — self-serve
tokens, remote MCP endpoint `https://api.twiceshy.app/`. External
contributions require a signed CLA before merge
([ADR-0002](docs/adr/ADR-0002-licensing-strategy.md)).

## How it works (the locked architecture)

- **Source of truth:** git-backed markdown experience records (YAML frontmatter
  + narrative) — format in [docs/SCHEMA.md](docs/SCHEMA.md). The corpus is a
  separate versioned data product (`twiceshy-corpus`,
  [ADR-0021](docs/adr/ADR-0021-decouple-corpus-as-a-data-product.md)); the engine
  ships a small frozen fixture (`internal/testcorpus/`) for tests.
- **Index:** one derived, always-rebuildable SQLite file (FTS5 plus cached,
  pure-Go dense vectors for pull retrieval).
- **Retrieval:** fingerprint-exact → BM25 → dense (RRF), stack-fingerprint
  filtered, hard cap k≤3 with a relevance floor — below it, *nothing* is
  injected.
- **Channels:** push (Claude Code hooks → trap cards), pull (MCP tools over
  streamable HTTP), index (generated one-liners).
- **Trust:** agent-proposed records are quarantined; promotion = sandbox
  fail-to-pass validation + human PR review. A new record IS a pull request.
- **Doctors:** background jobs that dedup, staleness-check, *re-execute
  repros* (CI for memories), decay, and abstract.

Full rationale: [docs/research/EXPERIENCE_SERVICE_RESEARCH.md](docs/research/EXPERIENCE_SERVICE_RESEARCH.md)
and [docs/adr/ADR-0001-architecture.md](docs/adr/ADR-0001-architecture.md).

## Status

The core service is available as a hosted alpha. For the canonical snapshot of
what ships now and the current roadmap, see
[docs/NEXT_FEATURES.md](docs/NEXT_FEATURES.md); deployment and operating details
live in [docs/DEPLOY-public-alpha.md](docs/DEPLOY-public-alpha.md).

## Development

```sh
make ci    # lint + race tests + coverage floor — what CI runs
```

See [docs/CONVENTIONS.md](docs/CONVENTIONS.md) and
[docs/CONTEXT.md](docs/CONTEXT.md) first.

## License

[AGPL-3.0-only](LICENSE). Contribution and corpus licensing:
[docs/adr/ADR-0002-licensing-strategy.md](docs/adr/ADR-0002-licensing-strategy.md).