Getting it into your agent
It runs from inside its repository, so the clone comes first — what it calls does not travel with the file alone.
git clone --depth 1 https://github.com/lis186/SourceAtlasnpx agentmods add skills/lis186/sourceatlas/overviewWrote 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/lis186/sourceatlas/overview)<a href="https://agentmods.dev/skills/lis186/sourceatlas/overview"><img src="https://agentmods.dev/badge/skills/lis186/sourceatlas/overview/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/lis186/sourceatlas/overview"><img src="https://agentmods.dev/badge/skills/lis186/sourceatlas/overview.svg" alt="Reviewed on agentmods" width="80" height="20"></a>- NVIDIA SkillSpector warn
SkillSpector: 3 findings, 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 Memory Poisoning · line 150 Skill manipulates agent memory, state, or stored context. Memory corruption can alter personality, override safety rules, or cause unpredictable behavior.Fix: Protect agent memory and state from modification by untrusted content. Use read-only memory for critical instructions and validate all state changes.
- medium Excessive Agency · line 4 Skill selects an external model or provider that may use a different account or billing plan than the operator expects. Undisclosed model switches can cause unexpected cost or quota consumption.Fix: Remove the model/provider override or disclose it prominently and require explicit operator approval before invoking an external coding CLI or billed model.
- medium Rogue Agent · line 5 Skill establishes unauthorized persistence across sessions via cron jobs, startup scripts, or state files. Session persistence allows an attacker to maintain access beyond the current interaction.Fix: Remove any persistence mechanisms (cron jobs, startup scripts, state files). Skills should not maintain state across sessions without explicit user consent.
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 | $0.00020 | $0.02644 |
| Opus 5.5 | $0.00008 | $0.01058 |
| Sonnet 5.5 | $0.00004 | $0.00529 |
| Haiku 4.5 | $0.00002 | $0.00264 |
Grade A, and why
overview 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 — 320 lines — stays where its author put it; the contents beside it link to each section on GitHub.
SourceAtlas: Project Overview (Stage 0 Fingerprint)
Constitution: ANALYSIS_CONSTITUTION.md v1.0
Context
Arguments: ${ARGUMENTS:-.}
Goal: Generate project fingerprint by scanning <5% of files to achieve 70-80% understanding in 10-15 minutes.
Auto-Save: Results automatically saved to .sourceatlas/overview.yaml (or subdirectory-specific path)
Time Limit: 10-15 minutes (typically 0-5 minutes)
Cache Check (Highest Priority)
If --force is NOT in arguments, check cache first:
-
Calculate cache path:
- No path argument or
.:.sourceatlas/overview.yaml - With path (e.g.,
src/api):.sourceatlas/overview-src-api.yaml
- No path argument or
-
Check if cache exists:
ls -la .sourceatlas/overview.yaml 2>/dev/null -
If cache exists:
- Calculate days since modification
- Use Read tool to read cache
- Output:
📁 Loading cache: .sourceatlas/overview.yaml (N days ago) 💡 Add --force to re-analyze - If over 30 days: Show warning
- Output cache content
- End, do not execute analysis
-
If cache does not exist: Continue with analysis
If --force is in arguments: Skip cache, execute analysis
Your Task
Execute Stage 0 Analysis Only - generate project fingerprint using information theory principles.
Information Theory Approach:
- High-entropy files contain disproportionate information
- Scan priority: Documentation → Configuration → Models → Entry Points → Tests
- Scale-aware: TINY/SMALL/MEDIUM/LARGE/VERY_LARGE projects need different approaches
Core Workflow
Execute these phases in order. See workflow.md for complete details.
Phase 1: Project Detection & Scale-Aware Planning (2-3 minutes)
Purpose: Detect project type, count files, determine scale, set scan limits.
Execute detection:
# Try helper script first (recommended)
if [ -f ~/.claude/scripts/atlas/detect-project.sh ]; then
bash ~/.claude/scripts/atlas/detect-project.sh ${ARGUMENTS:-.}
elif [ -f scripts/atlas/detect-project.sh ]; then
bash scripts/atlas/detect-project.sh ${ARGUMENTS:-.}
else
echo "Warning: detect-project.sh not found, using manual detection"
fi
What ships with it
4 files beside SKILL.md in the same directory: the scripts, references and assets a skill reads on demand. Not counted in the per-session cost; read them before you install if any of them is executable.
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 · 320 lines · 20 tokens per session scan A a5b360727436
overview is a skill published in the GitHub repository lis186/SourceAtlas (48 stars, last pushed 2mo ago), licensed MIT. It adds 20 tokens to every session and 2,644 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 2026-08-30.
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