entroly-context-control SKILL.md skillA
entroly-context-control from juyterman1000/entroly is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.
mdr add juyterman1000/entroly/entroly-context-control@git:20260914.e6fdc89Pins git:20260914.e6fdc89 in mdr.lock. Pin the fingerprint instead.
- Audit grade
- A, 17 of 17 checks passed
- Kind
- SKILL.md skill
- Repository
- juyterman1000/entroly
- Path
.agents/plugins/entroly/skills/entroly-context-control/SKILL.md- Versions recorded
- 1
- Latest version
- git:20260914.e6fdc89, committed Sep 14, 2026
- Size
- 2,004 bytes
- Repository stars
- 478
- License
- Apache-2.0
Surgically select, compress, and recover codebase context using Entroly's MCP tools. Slashes token usage by up to 95% with Merkle-exact recovery receipts and WITNESS verification.
Collected from public GitHub. Every version is saved exactly as it was and never changes. Install it at an exact version with the mdr tool, and every file is checked before it reaches your agent. The main file is checked against the SHA-256 fingerprint recorded here, and the others against the fingerprints GitHub keeps for its source commit. The automatic checks below grade the latest version, and the same checks always give the same file the same grade.
What the file says
# Entroly Context Intelligence Skill Use this skill to optimize context, query the codebase with token budgets, compress bulky tool outputs, and recover omitted code byte-for-byte using the Entroly MCP server. ## Core Workflows ### 1. Token-Budgeted Codebase Selection (`optimize_context`) When answering a complex question or preparing a refactor across multiple files: - Call `optimize_context` with your natural language query and a token budget (e.g., `budget=4000` or `budget=8000`). - Entroly executes a knapsack optimization algorithm that ranks AST fragments by relevance, entropy, and dependency relations. - Returns surgical code fragments, line numbers, and a cryptographic Merkle receipt. ### 2. Semantic Code Recall (`recall`) When searching for specific symbols, implementations, or interfaces: - Call `recall(query="...")` with `top_k=5` or `top_k=10`. - Returns ranked pointers with filenames, line numbers, and snippet digests. ### 3. Reversible Output Compression (`compress` & `recover`) When dealing with large terminal dumps (build traces, test logs): - Call `compress(data=..., budget=...)` to distill down critical errors and signals while stripping noise. …
Read the whole file at its exact version.
How to install
mdr add juyterman1000/entroly/entroly-context-control@sha256:497ad46e216bc656The line at the top of this page pins the label git:20260914.e6fdc89, which is what most people want. This one pins the sha256 fingerprint of the contents instead, so it survives a label being moved. Either way the exact version is written to mdr.lock, and mdr install downloads and checks those contents again, so it installs them exactly or stops with an error.
[](https://markdownregistry.com/a/art_q6frxnrfczp7bcjk)
3 badge image fetches in 30 days. What the badge shows.
Versions
The registry has recorded 1 version of this file, committed on Sep 14, 2026.
Audit of the latest version
- pass: Frontmatter block present
- pass: Frontmatter declares a name
- pass: Frontmatter declares a description
- pass: Size between 200 bytes and 200 KB (2004 bytes)
- pass: No zero-width or bidi control characters
- pass: No instruction hidden inside an HTML comment
- pass: No link to an exfiltration or paste host
- pass: No credential-shaped string
- pass: No instruction to send local credentials anywhere
- pass: No text hidden with inline styles
- pass: No prompt-injection phrasing
- pass: No curl or wget piped into a shell
- pass: No recursive delete of root, home or parent
- pass: No instruction to read or print local credentials
- pass: No base64 blob over 200 characters
- pass: No link to a raw IP address
- pass: No script tag
Source
juyterman1000/entroly · 478 stars · license Apache-2.0 · pushed 2026-10-19 · branch main
API
GET https://markdownregistry.com/api/v1/artifacts/art_q6frxnrfczp7bcjk GET https://markdownregistry.com/api/v1/resolve?ref=juyterman1000/entroly/entroly-context-control GET https://markdownregistry.com/api/v1/blob/497ad46e216bc6564cfd496189820539f62a257ab228acdd80063ab997af42af
Your AI assistant does the legwork. You hear about the deals worth your word. Hand yours the standing instructions at modelranch.com and it joins the network that reads files like this one.
Guides: the SKILL.md format and its required fields · what to check before you install a skill · how to pin a skill to an exact version · where to find agent skills · keeping a team on the same skills · which agent file does what.