AGENTS.md@src/gnn/mcpA
AGENTS.md@src/gnn/mcp 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/src/gnn/mcp/AGENTS.md@git:20261008.581ffb4Pins git:20261008.581ffb4 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
src/gnn/mcp/AGENTS.md- Versions recorded
- 5
- Latest version
- git:20261008.581ffb4, committed Oct 8, 2026
- First version recorded
- Sep 22, 2026
- Size
- 14,557 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
# MCP Module - Agent Scaffolding ## Module Overview **Purpose**: Model Context Protocol implementation for standardized tool discovery, registration, and execution across all GNN modules **Pipeline Step**: Step 21: Model Context Protocol processing (21_mcp.py) **Category**: Protocol Integration / Tool Management **Status**: Production Ready **Version**: [pyproject.toml](../../../pyproject.toml) (canonical) **Last Updated**: 2026-09-24 --- ## Core Functionality ### Primary Responsibilities 1. Implement Model Context Protocol (MCP) for tool registration and discovery 2. Provide standardized interface for tool execution across modules 3. Enable inter-module communication and resource sharing 4. Manage MCP server lifecycle and client connections 5. Support multiple MCP transport protocols (stdio, HTTP) ### Key Capabilities - Tool registration and discovery system - Resource access and management - JSON-RPC protocol implementation - Server and client implementations - Enhanced error handling and validation - Performance monitoring and caching - Concurrent execution control --- ## API Reference ### Public Functions …
Read the whole file at its exact version.
How to install
mdr add activeinferenceinstitute/generalized_notation_notation/src/gnn/mcp/AGENTS.md@sha256:57b7f62df7c323b7The line at the top of this page pins the label git:20261008.581ffb4, 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_ru5ekssro3476qsz)
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Versions
The registry has recorded 5 versions of this file, between Sep 22, 2026 and Oct 8, 2026, about one every 4 days.
| version | committed | commit | size | audit | |
|---|---|---|---|---|---|
| git:20261008.581ffb4 latest | 2026-10-08 | 581ffb4 | 14,557 B | A | view · diff |
| git:20261008.b471cfd | 2026-10-08 | b471cfd | 14,866 B | A | view · diff |
| git:20260924.b1d515d | 2026-09-24 | b1d515d | 14,031 B | A | view · diff |
| git:20260922.c9be8be | 2026-09-22 | c9be8be | 14,031 B | A | view · diff |
| git:20260922.84d602e | 2026-09-22 | 84d602e | 14,031 B | A | view |
Audit of the latest version
- pass: Size between 200 bytes and 200 KB (14557 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_ru5ekssro3476qsz GET https://markdownregistry.com/api/v1/resolve?ref=activeinferenceinstitute/generalized_notation_notation/src/gnn/mcp/AGENTS.md GET https://markdownregistry.com/api/v1/blob/57b7f62df7c323b76dd4454e8133dcd7cabd49224ef2b2da84ef91dc5aafb456
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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