AGENTS.md@docs/other/muscle-memA
This file is byte-identical to the first copy the registry indexed. Same content hash, so the same checks give both the same grade.
AGENTS.md@docs/other/muscle-mem from activeinferenceinstitute/generalized_notation_notation is an AGENTS.md file: the standing instructions coding agents read in that repo.
mdr add activeinferenceinstitute/generalized_notation_notation/docs/other/muscle-mem/AGENTS.md@git:20260907.ae194c2Pins git:20260907.ae194c2 in mdr.lock. Pin the fingerprint instead.
- Audit grade
- A, 14 of 14 checks passed
- Kind
- AGENTS.md file
- Repository
- activeinferenceinstitute/generalized_notation_notation
- Path
docs/other/muscle-mem/AGENTS.md- Versions recorded
- 2
- Latest version
- git:20260907.ae194c2, committed Sep 7, 2026
- First version recorded
- Sep 6, 2026
- Size
- 7,287 bytes
- Repository stars
- 33
- License
- a license file GitHub does not identify
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
# Muscle-Mem Documentation Agent > **📋 Document Metadata** > **Type**: Performance Optimization Agent | **Audience**: Developers, Performance Engineers | **Complexity**: Intermediate > **Cross-References**: [README.md](README.md) | [Muscle-Mem GNN Guide](gnn-muscle-mem.md) | [Performance Guide](../../performance/README.md) | [Main Documentation](../README.md) ## Overview This directory contains comprehensive documentation, resources, and implementation guides for integrating **Muscle-Mem** (Behavior Cache for AI Agents) with GNN (Generalized Notation Notation). Muscle-Mem provides behavior caching capabilities that record tool-calling patterns and deterministically replay learned trajectories, enabling significant performance optimization for GNN processing pipelines and agent behaviors. **Status**: ✅ Production Ready **Version**: 1.0 ## Purpose Muscle-Mem integration enables: - **Behavior Caching**: Record and replay tool-calling patterns for GNN processing - **Performance Optimization**: Avoid re-computation for known inputs/states - **Consistency**: Ensure consistent outputs for identical GNN tasks …
Read the whole file at its exact version.
How to install
mdr add activeinferenceinstitute/generalized_notation_notation/docs/other/muscle-mem/AGENTS.md@sha256:f121c13aae424c89The line at the top of this page pins the label git:20260907.ae194c2, 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_hjz6uzhcztptsqrz)
2 badge image fetches in 30 days. What the badge shows.
Versions
The registry has recorded 2 versions of this file, between Sep 6, 2026 and Sep 7, 2026, more than one a day.
| version | committed | commit | size | audit | |
|---|---|---|---|---|---|
| git:20260907.ae194c2 latest | 2026-09-07 | ae194c2 | 7,287 B | A | view · diff |
| git:20260906.82c8031 | 2026-09-06 | 82c8031 | 7,286 B | A | view |
Audit of the latest version
- pass: Size between 200 bytes and 200 KB (7287 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
activeinferenceinstitute/generalized_notation_notation · 33 stars · license a license file GitHub does not identify · pushed 2026-10-20 · branch main
API
GET https://markdownregistry.com/api/v1/artifacts/art_hjz6uzhcztptsqrz GET https://markdownregistry.com/api/v1/resolve?ref=activeinferenceinstitute/generalized_notation_notation/docs/other/muscle-mem/AGENTS.md GET https://markdownregistry.com/api/v1/blob/f121c13aae424c89fd9fa1598c13414c8dbe1ab855d1801f615000a3f792beb6
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: how to write a good AGENTS.md · AGENTS.md vs CLAUDE.md · which agent file does what.
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