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Candler

A domain-agnostic core for evaluating LLM-based agents. Candler has two equal halves behind one operation API:

  • Execution: run agents under controlled conditions (experiment matrix, runners, isolation, per-run tool-catalog snapshots, provenance).
  • Evaluation: grade traces and artifacts, fresh or already on disk, through pluggable evaluators that emit one outcome record format.

A library, a lean CLI and an MCP server are thin surfaces over that API. Domain science (for example the HTN-creator evaluation) plugs in as evaluators, suite specs, fixtures and catalog providers. The core names no domain.

Status

The design is in __design__/architecture.md and the milestones in __roadmap__/candler-v1/.

The cargo workspace holds five crates. candler-schemas defines the first two wire types, each with its JSON Schema committed under crates/candler-schemas/schema/:

  • the outcome record, the result every evaluator emits per run and expectation;
  • the tool-catalog snapshot, the tools a run's MCP servers offered, in MCP tools/list shape.

candler, candler-core, candler-harness and candler-harness-claude-code are still empty. Nothing is published.

Contributing

See CONTRIBUTING.md for the commit convention, versioning and branch workflow.

License

GNU Affero General Public License v3.0

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