Local context OS for AI coding agents: token optimization, MCP tools, receipts, exact recovery, verification, and SDK helpers.
Project description
Know exactly what your AI agent saw.
Entroly is a local context control plane for AI coding agents. It selects the highest-value evidence under a token budget, records what was selected and omitted, keeps compressed context recoverable, and produces verifiable Context Commits and receipts.
Install
pip install -U entroly
Run the local, no-key verification path:
entroly verify-claims
entroly simulate
MCP server
For an MCP client, register the installed entroly command with no arguments.
When an MCP client launches it with a stdio pipe, Entroly starts the installed
Python server directly:
entroly
Or register a package runner, also with no serve argument:
uvx --from entroly entroly
npx -y entroly-mcp
entroly serve is a different deployment path: it uses the Entroly Docker
image by default. For the installed Python runtime in an interactive shell, use
ENTROLY_NO_DOCKER=1 entroly serve on macOS/Linux or set
ENTROLY_NO_DOCKER=1 in the client environment.
Entroly works with GitHub Copilot in VS Code, Claude Code, Cursor, Windsurf, Cline, Continue, Zed, and other MCP-compatible clients.
GitHub Copilot / VS Code
Create .vscode/mcp.json:
{
"servers": {
"entroly": {
"type": "stdio",
"command": "uvx",
"args": ["--from", "entroly", "entroly"]
}
}
}
External MCP galleries can lag a release. Direct stdio registration above is the canonical setup; confirm a gallery entry's package version and validation status before relying on it.
Claude Code
claude mcp add entroly -- uvx --from entroly entroly
Generic MCP configuration
{
"mcpServers": {
"entroly": {
"command": "uvx",
"args": ["--from", "entroly", "entroly"]
}
}
}
What Entroly adds
- Context selection under explicit token and cost budgets
- Context Commits linking selected, omitted, and recoverable evidence
- Context Receipts for replay, audit, and omission explanations
- Exact recovery of compressed fragments through stable handles
- Local verification through WITNESS and receipt checks
- Context Check coverage evidence for changed files and CI risk gates
- Pure-Python base runtime, optional Rust acceleration, and a separate npm/WASM runtime
- Local-first operation with no outbound analytics by default
Links
- Repository: https://github.com/juyterman1000/entroly
- Documentation: https://juyterman1000.github.io/entroly/
- PyPI: https://pypi.org/project/entroly/
- npm runtime: https://www.npmjs.com/package/entroly
- npm MCP bridge: https://www.npmjs.com/package/entroly-mcp
- Public evidence policy: https://github.com/juyterman1000/entroly/blob/main/docs/public-evidence.md
MCP Registry identity
mcp-name: io.github.juyterman1000/entroly
Apache-2.0 licensed.
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