Borrowing it
Nothing to install: this file belongs to saagpatel/mcpforge. Take a copy, put it at the same path in your own repository, and replace the rules that are about this project with yours.
curl -O https://raw.githubusercontent.com/saagpatel/mcpforge/main/.agents/skills/repo-onboarding/SKILL.mdgit clone --depth 1 https://github.com/saagpatel/mcpforgeWrote 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/saagpatel/mcpforge/repo-onboarding)<a href="https://agentmods.dev/skills/saagpatel/mcpforge/repo-onboarding"><img src="https://agentmods.dev/badge/skills/saagpatel/mcpforge/repo-onboarding/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/saagpatel/mcpforge/repo-onboarding"><img src="https://agentmods.dev/badge/skills/saagpatel/mcpforge/repo-onboarding.svg" alt="Reviewed on agentmods" width="80" height="20"></a>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 | $0.00045 | $0.00834 |
| Opus 5.5 | $0.00018 | $0.00334 |
| Sonnet 5.5 | $0.00009 | $0.00167 |
| Haiku 4.5 | $0.00005 | $0.00083 |
Grade A, and why
repo-onboarding 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 — 80 lines — stays where its author put it; the contents beside it link to each section on GitHub.
repo-onboarding
Beginner At A Glance
- What this skill does: Gives a fast mental model of how
mcpforgeis laid out and where to look first. - Use this when: Use when starting work in
mcpforge, especially before changing generation, validation, or CLI behavior. - Say it naturally: "Onboard me to mcpforge" | "How is mcpforge structured?" | "Where should I edit this in mcpforge?"
PM Output Style
- Use the big-picture PM update format by default: Project, Goal, Headline, State, Impact, Why it matters, What you need from me, Blockers.
- Keep language beginner-friendly and avoid technical receipts unless explicitly requested.
Skill Contract v2
use_when:
- The detected Git root is an MCP Forge checkout, regardless of its local or Cloud path.
- The user asks for onboarding, architecture, safe edit targets, or a quick mental model before changes.
- A request touches generation, validation, CLI behavior, MCP server output, or tests and repo context would reduce risk.
dont_use_when:
- The task is a tiny isolated edit where repo structure is already obvious from the touched file.
trigger_phrases:
- onboard me to mcpforge; explain this repo; where should I change this; how is mcpforge organized
anti_triggers:
- one-line typo only
expected_inputs:
- User goal, touched area if known, and current repo state.
expected_outputs:
- Short repo map, likely edit points, validation path, and top risks.
success_criteria:
- A collaborator can start editing the right files with a clear understanding of how to verify the change.
companion_skills:
- mcp-debugger,promptfoo-eval-loop,quality-gatekeeper
risk_class: low
default_chain_role: primary
Repo Map
README.md: product promise, CLI surface, and supported workflows.pyproject.toml: package metadata, dependencies, scripts, and test/lint defaults.src/: primary implementation. Start here for CLI, planning, generation, validation, and MCP server code.tests/: regression surface. Prefer adding or updating tests when behavior changes.examples/: useful for understanding generated output and intended use patterns.HANDOFF.mdandIMPLEMENTATION-ROADMAP.md: good context when the task is roadmap-shaped rather than purely local.
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 Changed · -1 lines · -3 tokens per session f499a64629ae
- 2mo ago First seen · 81 lines · 48 tokens per session scan A 30c308bb7a44
repo-onboarding is a skill published in the GitHub repository saagpatel/mcpforge (0 stars, last pushed 3d ago), licensed MIT. It adds 45 tokens to every session and 834 once invoked, about $0.0002 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 2026-08-31.
repo-onboarding compared with skills from other repositories
| Mod | Type | Stars | Last push | Licence | Scan | Tokens | Works with |
|---|---|---|---|---|---|---|---|
| repo-onboardingsaagpatel/mcpforge | Skill | 0 | 3d ago | MIT | A | 45 | Claude Code, Codex |
| dd-code-generationDataDog/pup | Skill | 1.0k | yesterday | Apache-2.0 | A | 16 | Claude Code |
| python-backendWrongStack/WrongStack | Skill | 404 | yesterday | MIT | A | 93 | Claude Code, Codex |
| gurume-clinarumiruna/gurume | Skill | 13 | 8d ago | MIT | A | 127 | Claude Code, Codex |
| code-review-pythonsoulcodex/agentic | Skill | 10 | 7d ago | MIT | A | 59 | Claude Code, Codex |
| lint-mdsergeiwallace/ai-cli-utils | Skill | 2 | today | MIT | A | 20 | Claude Code |
| pypiJustVugg/tools-factory | Skill | 62 | 4mo ago | MIT | A | 37 | Claude Code, Codex |