Claude Code plugin core: bounded, target-driven optimization loops
Project description
sindri
A Claude Code plugin for bounded, target-driven optimization loops.
In the myth, Sindri is the dwarf smith who forged Mjölnir by iterating under adversity — each hammer-strike tested, kept only if it survived. This plugin is the same pattern: make a change, benchmark it, keep it if it's better, revert otherwise, repeat until the target is hit or the pool of ideas is exhausted.
Inspired by karpathy/autoresearch and davebcn87/pi-autoresearch, adapted to Claude Code.
One commit per kept experiment. Git is the audit log. The forge runs one way.
Install
/plugin install sindri@claude-community
/reload-plugins # or relaunch Claude Code; commands are then live
Then, in any repo you want to optimize:
/sindri:forge reduce bundle_bytes by 15%
That's it. No pip install, no virtualenv. The Python backend (sindri-forge)
is fetched on demand by uv. If uv isn't
installed, /sindri:forge prints a one-line install command and stops.
Sindri is published in the Anthropic community marketplace (
anthropics/claude-plugins-community). If you haven't added it yet:/plugin marketplace add anthropics/claude-plugins-community.
Requirements:
uv— runs the backend in an isolated environmentgit≥ 2.30ghCLI (authenticated) — needed only forsindri-finalizePR creation- Claude Code with
Task+ScheduleWakeuptools
First-run dogfood: walk through docs/DOGFOOD.md on a throwaway repo before pointing sindri at real code — it verifies every skill path and catches environment gaps before you commit an overnight run.
Quickstart
# In the repo you want to optimize:
/sindri:forge reduce bundle_bytes by 15%
Sindri will:
- Scaffold
.claude/scripts/sindri/benchmark.pyif missing (interactive; asks you to describe the measurement in natural language). - Scan your repo and draft a pool of 10–30 candidates.
- Ask you to approve / edit the pool.
- Check out a new branch
sindri/reduce-bundle-bytes-15pctand run the baseline 3×. - Loop autonomously — one experiment per wakeup, ~60s between them.
- When the target hits (or the pool drains with ≥1 win), push the branch and open a PR.
Check in anytime with /sindri:status. Halt with /sindri:stop. Abandon with /sindri:clear.
Architecture
- Python core (
src/sindri/) — pure functions: statistics, state file I/O, git wrappers, pool ordering, termination predicates, PR body rendering. - Skills (
skills/sindri-*/SKILL.md) — prose prompts for the decisions that need Claude's inference: scaffolding a benchmark, proposing a candidate pool, orchestrating the loop. - Subagent prompt (
prompts/experiment-subagent.md) — the contract every experiment subagent follows. Fresh context per experiment, no context bleed.
See docs/superpowers/specs/2026-04-19-sindri-design.md for the full design.
Development
uv pip install -e ".[dev]"
pytest # all test layers
pytest -m "not e2e" -q # skip the slow end-to-end loop test
pytest tests/unit/test_plugin_artifacts.py -v # just artifact validity checks
./scripts/smoke.sh # plumbing smoke in a throwaway repo
Local plugin install (contributors)
git clone https://github.com/4KMetrics/sindri.git ~/src/sindri
cd ~/src/sindri && ./scripts/install-plugin.sh # symlinks the plugin only
To test local backend edits (instead of the published package), point the
launcher at your checkout before running /sindri:forge:
export SINDRI_FORGE_SOURCE="$(pwd)"
License
MIT
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