Skip to main content

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 environment
  • git ≥ 2.30
  • gh CLI (authenticated) — needed only for sindri-finalize PR creation
  • Claude Code with Task + ScheduleWakeup tools

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:

  1. Scaffold .claude/scripts/sindri/benchmark.py if missing (interactive; asks you to describe the measurement in natural language).
  2. Scan your repo and draft a pool of 10–30 candidates.
  3. Ask you to approve / edit the pool.
  4. Check out a new branch sindri/reduce-bundle-bytes-15pct and run the baseline 3×.
  5. Loop autonomously — one experiment per wakeup, ~60s between them.
  6. 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.

Commands

Type /sindri: in Claude Code and every action is right there in the autocomplete menu — eight discrete, self-describing commands (no router, no guessing which sub-verb exists):

> /sindri:
  /sindri:forge     <goal statement>   Start a new optimization run from a goal — bounded,
                                        target-driven experiments on any deterministic metric.
  /sindri:status                       Print the status of the current run (or report none active).
  /sindri:stop                         Signal the current run to halt at its next wakeup.
  /sindri:clear                        Abandon the current run — destructive; deletes state + branch.
  /sindri:setup                        Scaffold or repair the benchmark script for a run.
  /sindri:help                         Show the command list and a one-line overview of each.
  /sindri:loop                         ADVANCED. Run one orchestrator tick manually, no reschedule.
  /sindri:finalize                     ADVANCED. Force a push + PR from the run's kept commits.

forge, status, stop, clear, setup, and help cover the normal lifecycle. loop and finalize are advanced/debug paths — the orchestrator runs them automatically during a live run.

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

Project details


Download files

Download the file for your platform. If you're not sure which to choose, learn more about installing packages.

Source Distribution

sindri_forge-0.5.1.tar.gz (188.3 kB view details)

Uploaded Source

Built Distribution

If you're not sure about the file name format, learn more about wheel file names.

sindri_forge-0.5.1-py3-none-any.whl (24.9 kB view details)

Uploaded Python 3

File details

Details for the file sindri_forge-0.5.1.tar.gz.

File metadata

  • Download URL: sindri_forge-0.5.1.tar.gz
  • Upload date:
  • Size: 188.3 kB
  • Tags: Source
  • Uploaded using Trusted Publishing? Yes
  • Uploaded via: twine/6.1.0 CPython/3.13.13

File hashes

Hashes for sindri_forge-0.5.1.tar.gz
Algorithm Hash digest
SHA256 6548c8648c8b398c96e0531ddcb99167918bc1dae8cd3b2047dc5b1e29850d31
MD5 7056af1d0b94fd35690490547eedd56d
BLAKE2b-256 8b07564f9ae664c9df8c6360673df7b94a4ba12d1b248c221be71453c4c3be28

See more details on using hashes here.

Provenance

The following attestation bundles were made for sindri_forge-0.5.1.tar.gz:

Publisher: publish.yml on 4KMetrics/sindri

Attestations: Values shown here reflect the state when the release was signed and may no longer be current.

File details

Details for the file sindri_forge-0.5.1-py3-none-any.whl.

File metadata

  • Download URL: sindri_forge-0.5.1-py3-none-any.whl
  • Upload date:
  • Size: 24.9 kB
  • Tags: Python 3
  • Uploaded using Trusted Publishing? Yes
  • Uploaded via: twine/6.1.0 CPython/3.13.13

File hashes

Hashes for sindri_forge-0.5.1-py3-none-any.whl
Algorithm Hash digest
SHA256 08fe313ef19f19af9b1b02f93d07642e01e468f89519ce5029a6d8090d74fcdc
MD5 963d05511bd21b0fa1feeb1ae9632ab8
BLAKE2b-256 eb489303548174e042710e405d41135333e43f68e0ba969da1efe7bf89e8b9f1

See more details on using hashes here.

Provenance

The following attestation bundles were made for sindri_forge-0.5.1-py3-none-any.whl:

Publisher: publish.yml on 4KMetrics/sindri

Attestations: Values shown here reflect the state when the release was signed and may no longer be current.

Supported by

AWS Cloud computing and Security Sponsor Datadog Monitoring Depot Continuous Integration Fastly CDN Google Download Analytics Pingdom Monitoring Sentry Error logging StatusPage Status page