# Entroly Extended Documentation Index

> Entroly is an auditable context-control plane for AI agents. This file routes readers to source, documentation, limitations, and reproducible evidence; it is not a performance guarantee or a substitute for workload-specific evaluation.

Entroly can index, select, and compress repository context under an explicit token budget. It can produce Context Receipts that record selection decisions and risks. CCR can attach retrieval handles for recovering source content. WITNESS can evaluate whether output claims are supported by supplied evidence.

Local indexing, selection, compression, receipts, and recovery storage do not require an external model call. When enabled with its default local verifier, WITNESS also avoids an external model call. When Entroly is used as a proxy, selected context is still sent to the LLM provider configured by the user. No outbound analytics are enabled by default.

Measured savings and quality vary by repository, query, budget, provider, baseline, and enabled features. WITNESS does not establish universal truth, and strict suppression is opt-in rather than the default proxy policy.

## Product Documentation

- [README and quick start](https://github.com/juyterman1000/entroly): Installation, product model, commands, and benchmark summary.
- [Documentation site](https://juyterman1000.github.io/entroly/): Integration and workflow guides.
- [Architecture](https://github.com/juyterman1000/entroly/blob/main/docs/DETAILS.md): Components, algorithms, and system boundaries.
- [Limitations](https://github.com/juyterman1000/entroly/blob/main/docs/limitations.md): Known constraints and non-guarantees.
- [Team and security guide](https://github.com/juyterman1000/entroly/blob/main/docs/for-teams.md): Deployment and evaluation considerations.
- [Memory system](https://github.com/juyterman1000/entroly/blob/main/docs/memory-ecosystem.md): Local memory architecture and controls.

## Verification And Benchmarks

- [Packaged verifier source](https://github.com/juyterman1000/entroly/blob/main/entroly/verify_claims.py): Bounded install, indexing, token-budget, synthetic recovery, and engine checks.
- [Benchmark artifacts](https://github.com/juyterman1000/entroly/tree/main/benchmarks/results): Machine-readable workload results and reports.
- [Benchmark runner](https://github.com/juyterman1000/entroly/blob/main/benchmarks/run_readme_benchmarks.py): Reproduction path for README measurements.
- [Context receipt example](https://github.com/juyterman1000/entroly/blob/main/docs/examples/context_receipt.md): Human-readable selection and risk record.
- [Context receipt JSON](https://github.com/juyterman1000/entroly/blob/main/docs/examples/context_receipt.json): Machine-readable receipt example.

## Verification Components

- [WITNESS](https://github.com/juyterman1000/entroly/blob/main/entroly/witness.py): Evidence-grounding analysis and audit, annotation, or strict output policies.
- [STAVE](https://github.com/juyterman1000/entroly/blob/main/entroly/verifiers/stave.py): Deterministic structural verification used by the default WITNESS path.
- [RAVS](https://github.com/juyterman1000/entroly/tree/main/entroly/ravs): Request-aware routing and deterministic verification components.
- [CCR](https://github.com/juyterman1000/entroly/blob/main/entroly/ccr.py): Recoverable compressed-context storage.

## Interfaces And Packages

- [Python package](https://pypi.org/project/entroly/): Primary CLI, proxy, MCP server, and Python SDK distribution.
- [MCP package](https://www.npmjs.com/package/entroly-mcp): NPX bridge for MCP clients.
- [Node and WASM package](https://www.npmjs.com/package/entroly): Compatibility alias for the Node and WASM runtime.
- [Python SDK](https://github.com/juyterman1000/entroly/blob/main/entroly/sdk.py): Public compression API.
- [MCP server](https://github.com/juyterman1000/entroly/blob/main/entroly/server.py): MCP tools and context engine orchestration.
- [HTTP proxy](https://github.com/juyterman1000/entroly/blob/main/entroly/proxy.py): Provider proxy and optional WITNESS policy integration.
- [CLI](https://github.com/juyterman1000/entroly/blob/main/entroly/cli.py): Commands, onboarding, diagnostics, and wrappers.

## License

- [Apache-2.0 license](https://github.com/juyterman1000/entroly/blob/main/LICENSE): Open-source license terms.
