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 benrben/MPGA --skill map-codebasegit clone --depth 1 https://github.com/benrben/MPGAWrote 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/benrben/mpga/map-codebase)<a href="https://agentmods.dev/skills/benrben/mpga/map-codebase"><img src="https://agentmods.dev/badge/skills/benrben/mpga/map-codebase/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/benrben/mpga/map-codebase"><img src="https://agentmods.dev/badge/skills/benrben/mpga/map-codebase.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 | $0.00032 | $0.01107 |
| Opus 5.5 | $0.00013 | $0.00443 |
| Sonnet 5.5 | $0.00006 | $0.00221 |
| Haiku 4.5 | $0.00003 | $0.00111 |
Grade A, and why
mpga-map-codebase 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 2mo 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 — 128 lines — stays where its author put it; the contents beside it link to each section on GitHub.
map-codebase
Trigger: User runs /mpga:map, asks to map or sync the codebase, or MPGA/ is stale. Time to MAP this thing.
Modes
| Mode | Flag | When to use | Speed |
|---|---|---|---|
| Quick (default) | (none) | Everyday refresh — rebuild INDEX.md, scope files, evidence links | ~30 seconds |
| Deep | --deep |
First init, major refactors, or user wants full parallel scout mapping | Minutes |
Default is quick — fast and sufficient for everyday use. Use --deep when you need the FULL treatment.
Quick Mode Protocol (default)
Fast rebuild of the MPGA knowledge layer from current codebase state — a FRESH start, TREMENDOUS results. Make Project Great Again, one scope at a time.
-
Check if MPGA is initialized:
mpga status 2>/dev/null || echo "NOT_INITIALIZED"If not initialized: run
mpga init --from-existingfirst — gotta lay the FOUNDATION -
Run full sync — regenerate EVERYTHING:
mpga sync --full -
Verify evidence health — check the INTEGRITY:
mpga evidence verify -
Run drift check — find the PROBLEMS:
mpga drift --report -
Show health report — the SCOREBOARD:
mpga health
Quick mode output
- Summary of files scanned and scopes generated — the NUMBERS
- Evidence health percentage — our SCORE
- Any drift detected — what needs FIXING
- Recommended next steps — the PATH FORWARD
Quick mode rules
- Always run full sync, not incremental, when user explicitly requests sync — go BIG
- Report the number of scopes generated and evidence links found — TRANSPARENCY
- If evidence coverage is below threshold, note it prominently — Fake docs detected! We don't hide BAD numbers, we FIX them
Deep Mode Protocol (--deep)
Full parallel codebase mapping using multiple scout agents — the FASTEST way to document a codebase.
- If this is the first map, run a full sync to generate scope scaffolds with static analysis — the FOUNDATION:
If MPGA already exists and only part of the repo changed, prefer:mpga sync --fullmpga sync --incremental
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.
- 2mo ago First seen · 128 lines · 32 tokens per session scan A 2f79de3f5296
mpga-map-codebase is a skill published in the GitHub repository benrben/MPGA (5 stars, last pushed 7mo ago), licensed MIT. It adds 32 tokens to every session and 1,107 once invoked, about $0.0001 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.
mpga-map-codebase compared with skills from other repositories
| Mod | Type | Stars | Last push | Licence | Scan | Tokens | Works with |
|---|---|---|---|---|---|---|---|
| mpga-map-codebasebenrben/MPGA | Skill | 5 | 7mo ago | MIT | A | 32 | Claude Code |
| imagegenopenai/codex | Skill | 135k | today | Apache-2.0 | A | 113 | Codex |
| playwright-climicrosoft/playwright | Skill | 100k | today | Apache-2.0 | A | 19 | Claude Code |
| browser-automationopenclaw/openclaw | Skill | 394k | today | MIT | A | 36 | Claude Code |
| local-ai-agentsmicrosoft/ai-agents-for-beginners | Skill | 79k | 4d ago | MIT | A | 200 | Claude Code, Codex |
| systematic-debuggingobra/superpowers | Skill | 316k | 8d ago | MIT | A | 21 | Claude Code |
| next-cache-components-adoptionvercel/next.js | Skill | 143k | today | MIT | A | 95 | Claude Code |