gnn-mcp-protocol SKILL.md skillA
This file is byte-identical to the first copy the registry indexed. Same content hash, so the same checks give both the same grade.
gnn-mcp-protocol from activeinferenceinstitute/generalized_notation_notation is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.
mdr add activeinferenceinstitute/generalized_notation_notation/gnn-mcp-protocol@git:20260921.635db3ePins git:20260921.635db3e in mdr.lock. Pin the fingerprint instead.
- Audit grade
- A, 17 of 17 checks passed
- Kind
- SKILL.md skill
- Repository
- activeinferenceinstitute/generalized_notation_notation
- Path
src/gnn/mcp/SKILL.md- Versions recorded
- 2
- Latest version
- git:20260921.635db3e, committed Sep 21, 2026
- First version recorded
- Sep 6, 2026
- Size
- 4,798 bytes
- Repository stars
- 33
- License
- a license file GitHub does not identify
GNN Model Context Protocol processing and tool registration. Use when registering GNN operations as MCP tools, building MCP server configurations, or integrating GNN capabilities with LLM tool-use workflows.
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
# GNN MCP Protocol (Step 21)
## Purpose
Processes Model Context Protocol (MCP) configurations and registers GNN pipeline operations as MCP tools. Enables LLM agents to invoke GNN capabilities through standardized tool interfaces.
## Key Commands
```bash
# Run MCP processing
python src/gnn/21_mcp.py --target-dir input/gnn_files --output-dir output --verbose
# As part of pipeline
python src/gnn/main.py --only-steps 21 --verbose
```
## API
```python
from gnn.mcp import (
MCP,
MCPRegistry,
MCPServer,
JSONRPCServer,
MCPTool,
MCPResource,
create_mcp_server,
start_mcp_server,
register_tools,
register_module_tools,
get_available_tools,
list_available_tools,
list_available_resources,
process_mcp,
get_mcp_instance,
handle_mcp_request,
initialize,
)
# Process MCP step (used by pipeline)
process_mcp(
target_dir,
output_dir,
verbose=True,
performance_mode="high",
strict_validation=True,
cache_ttl=120.0,
)
# Create and start a JSON-RPC server bound to the global MCP registry
server = create_mcp_server() # returns JSONRPCServer
start_mcp_server()
…Read the whole file at its exact version.
How to install
mdr add activeinferenceinstitute/generalized_notation_notation/gnn-mcp-protocol@sha256:ff192dbd46f17429The line at the top of this page pins the label git:20260921.635db3e, 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_szacnsl6s4cbsk42)
1 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 21, 2026, about one every 16 days.
| version | committed | commit | size | audit | |
|---|---|---|---|---|---|
| git:20260921.635db3e latest | 2026-09-21 | 635db3e | 4,798 B | A | view · diff |
| git:20260906.e62b9e9 | 2026-09-06 | e62b9e9 | 4,524 B | A | view |
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 (4798 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_szacnsl6s4cbsk42 GET https://markdownregistry.com/api/v1/resolve?ref=activeinferenceinstitute/generalized_notation_notation/gnn-mcp-protocol GET https://markdownregistry.com/api/v1/blob/ff192dbd46f17429430b4c3c6185807113a78e24dc27d30def8d04fad9a598e1
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.
More from activeinferenceinstitute/generalized_notation_notation
Every file in activeinferenceinstitute/generalized_notation_notation