OpenGAP is a framework-independent standard for defining AI agents as Git repositories, using files such as an agent manifest and identity document. It is intended for portable, version-controlled agents that can be adapted to systems such as Claude Code, OpenAI, LangChain, CrewAI, and AutoGen. The catalogue skills represent workflows and extensions built around this agent format.
Getting it into your agent
One page per mod, every tool's command on it. A separate URL per tool would split the same page into five that compete with each other.
npx skills add open-gitagent/opengap --skill run-agentgit clone --depth 1 https://github.com/open-gitagent/opengapWrote this? Show the measurements
A badge with what this costs and how it scanned, read live from this page, so it follows the numbers instead of freezing them. Markdown for a README, HTML for a documentation site or a project page.
[](https://agentmods.dev/skills/open-gitagent/opengap/run-agent)<a href="https://agentmods.dev/skills/open-gitagent/opengap/run-agent"><img src="https://agentmods.dev/badge/skills/open-gitagent/opengap/run-agent/github.svg" alt="Measured on agentmods" height="20"></a>Or the 80×15 button, for a site that already has a row of RSS and ATOM ones. Only the verdict fits; the numbers stay here.
<a href="https://agentmods.dev/skills/open-gitagent/opengap/run-agent"><img src="https://agentmods.dev/badge/skills/open-gitagent/opengap/run-agent.svg" alt="Reviewed on agentmods" width="80" height="20"></a>- NVIDIA SkillSpector warn
SkillSpector: 1 finding, up to high
These are SkillSpector’s own severities. On a checked sample its high-severity flags on skills were ~96% false positives — a documented command, a public API, a “never do X” rule — so we show them as a caution to read, not a verdict. Why →
- high YARA Match · line 3 YARA rule matched a hack tool or exploit indicator (offensive tools, reconnaissance, privilege escalation, or exploit frameworks).Fix: Remove offensive tool references and exploit code. Legitimate agent skills should not contain penetration testing tools, exploit frameworks, or reconnaissance utilities.
What it costs to keep this loaded
Counted locally with the o200k_base tokenizer, which is exact for GPT models; Claude uses its own tokenizer and its counts differ. Treat this as one consistent yardstick across the catalogue rather than a bill. Prices are per million input tokens.
| Model | Per session | Once invoked |
|---|---|---|
| Fable 5.1 | $0.00068 | $0.00871 |
| Opus 5.5 | $0.00027 | $0.00348 |
| Sonnet 5.5 | $0.00014 | $0.00174 |
| Haiku 4.5 | $0.00007 | $0.00087 |
Grade A, and why
run-agent scanned grade A with 0 findings against 26 rules in 11 categories — prompt injection, anti-refusal, data exfiltration, privilege escalation, supply chain, agent snooping, system-prompt leakage, SSRF and excessive agency — measured 1mo ago.
A static scan of the body, not an audit. Every finding is printed with the line that produced it so you can judge whether it matters here. A mod is markdown that instructs an agent; that is exactly why what it instructs is worth reading.
Nothing flagged
None of the 26 patterns this scan looks for appear in this file: no shell pipes, no recursive deletes, no credential paths, no hidden text, no instruction-override or anti-refusal phrasing, no agent-config snooping. That is not a guarantee, it is the absence of the things that are checkable.
How it starts
The opening of the file, as written. The whole thing — 96 lines — stays where its author put it; the contents beside it link to each section on GitHub.
Run Agents
When to Use
When a user wants to run an agent locally, from a git repo, or with a specific adapter/framework.
Troubleshooting
If you see authentication errors:
- Claude: Ensure Claude Code is authenticated (
claude auth status) - OpenAI: Verify
OPENAI_API_KEYis set and valid - GitHub: Check
GITHUB_TOKENhas correct permissions - Lyzr: Confirm
LYZR_API_KEYis active
Basic Usage
# Run local agent with Claude (default)
opengap run -d ./my-agent
# Run from git repo
opengap run -r https://github.com/user/agent
# Run with a prompt (one-shot mode)
opengap run -d ./my-agent -p "Review my code"
Adapters
| Adapter | Flag | Env Var Required | Interactive |
|---|---|---|---|
| Claude | -a claude |
(uses Claude Code auth) | Yes |
| OpenAI | -a openai |
OPENAI_API_KEY |
No |
| CrewAI | -a crewai |
— | No |
| OpenClaw | -a openclaw |
ANTHROPIC_API_KEY |
No (-p required) |
| Nanobot | -a nanobot |
ANTHROPIC_API_KEY |
Yes |
| Lyzr | -a lyzr |
LYZR_API_KEY |
No (-p required) |
| GitHub | -a github |
GITHUB_TOKEN |
No (-p required) |
| Git | -a git |
(auto-detects) | Depends |
| Prompt | -a prompt |
— | Print only |
Examples
# Claude (interactive)
opengap run -d ./my-agent
# GitHub Models (one-shot, streaming)
export GITHUB_TOKEN="ghp_..."
opengap run -d ./my-agent -a github -p "Explain this codebase"
# Lyzr (creates agent on Lyzr Studio + chats)
export LYZR_API_KEY="..."
opengap run -r https://github.com/user/agent -a lyzr -p "Hello"
# Lyzr one-liner (clone + create + chat)
opengap lyzr run -r https://github.com/user/agent -p "Hello"
# Auto-detect adapter from repo
opengap run -r https://github.com/user/agent -a git -p "Hello"
# Just print the system prompt
opengap run -d ./my-agent -a prompt
Git Caching
Repos cloned via -r are cached at ~/.gitagent/cache/:
# Use cache (default)
opengap run -r https://github.com/user/agent
# Force refresh
opengap run -r https://github.com/user/agent --refresh
# No cache (temp dir, deleted after)
opengap run -r https://github.com/user/agent --no-cache
What this file has done since we first saw it
Hashed on every crawl. A supply-chain change to an agent config is a question of when, not whether, so the history is kept rather than the latest state alone.
- 1mo ago First seen · 96 lines · 68 tokens per session scan A 67ed9c9adae3
run-agent is a skill published in the GitHub repository open-gitagent/opengap (2,979 stars, last pushed 3mo ago), licensed MIT. It adds 68 tokens to every session and 871 once invoked, about $0.0003 per session on Opus 5.5. A static security scan graded it A with 0 findings. No closer match exists in the catalogue, so it is treated as the original; first seen 2026-08-30.
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