
Twiceshy
app.twiceshyPublished by twiceshy.appOfficial publisherv0.1.0Updated Oct 24, 2026
Experience memory for coding agents: validated traps, fixes and dead-ends at decision time.
Overview
Twiceshy is a hosted experience-memory service that feeds validated engineering traps, fixes and dead-ends to coding agents at decision time.
- What you can do
- Retrieve relevant experience records for a coding task, filtered by stack fingerprint and a relevance floor so weak matches return nothing.
- Pull records over MCP tools on a streamable HTTP endpoint, alongside push delivery of trap cards through Claude Code hooks.
- Work from git-backed markdown records with provenance, indexed by BM25 plus dense vectors.
- Propose new records, which are quarantined and promoted only after sandbox validation and human review.
- When to use it
- Useful when a coding agent keeps repeating known mistakes and you want it to see prior issues, root causes and validated fixes before choosing an approach. Best suited to teams willing to maintain a shared, reviewed corpus of engineering experience.
- Requirements
- A remote MCP endpoint at api.twiceshy.app over streamable HTTP. A bearer token in the Authorization header, obtained from the self-serve alpha signup; no local runtime or environment variables are declared.
Installation
In SourceWeft
- Open Twiceshy in the dashboard and add it to a workspace.
- Connect Authorization token credentials. They are stored privately and never shown on public pages.
- Enable the server for the chats that should use its tools.
Web executable via Streamable HTTP. Remote servers run from the web runtime once configured in a workspace.
Use with an agent
Paste this prompt into Claude Code, Codex, Cursor or another agent — or into SourceWeft chat. The agent reads this server's install guide, shows you its publisher, endpoint and sign-in, and adds it to your client once you agree. Keys never go into a command.
Read https://sourceweft.com/mcp/app.twiceshy%2Ftwiceshy/install.md and connect the MCP server it describes to my client. Before changing any config, show me its publisher, endpoint and sign-in method and wait for my OK. Never put an API key in a command or in a file I would commit; ask me where it should come from.Other MCP clients
Add this to your client's mcpServers config.
{
"mcpServers": {
"twiceshy": {
"type": "http",
"url": "https://api.twiceshy.app/",
"headers": {
"Authorization": "Bearer <YOUR_TOKEN>"
}
}
}
}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 — self-serve
tokens, remote MCP endpoint https://api.twiceshy.app/. External
contributions require a signed CLA before merge
(ADR-0002).
How it works (the locked architecture)
- Source of truth: git-backed markdown experience records (YAML frontmatter
- narrative) — format in docs/SCHEMA.md. The corpus is a
separate versioned data product (
twiceshy-corpus, ADR-0021); the engine ships a small frozen fixture (internal/testcorpus/) for tests.
- narrative) — format in docs/SCHEMA.md. The corpus is a
separate versioned data product (
- 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 and 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; deployment and operating details live in docs/DEPLOY-public-alpha.md.
Development
See docs/CONVENTIONS.md and docs/CONTEXT.md first.
License
AGPL-3.0-only. Contribution and corpus licensing: docs/adr/ADR-0002-licensing-strategy.md.
Source: README.md at commit aa8f1d8
Tools
0Version history
1- v0.1.0LatestSep 16, 2026
Score
60% of the applicable checks met
How complete this listing is, computed from the registry entry, the endpoint and public sources. Not a rating of the server and not a statement that it is safe or working today: reachability is a dated check, and no installs or reviews go into the score.
- Reached in the last 30 daysRequired25 pts
Keep the endpoint answering the MCP handshake; SourceWeft probes it every 30 days.
- Auth declaredRequired10 pts
- Tools listed15 pts
Answer tools/list without a credential, or ship a package that starts in a sandbox without one.
- DescriptionRequired15 pts
- Logo10 pts
- Documentation15 pts
- License10 pts