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 muggl3mind/career-manager --skill evalsgit clone --depth 1 https://github.com/muggl3mind/career-managerWrote 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/muggl3mind/career-manager/evals)<a href="https://agentmods.dev/skills/muggl3mind/career-manager/evals"><img src="https://agentmods.dev/badge/skills/muggl3mind/career-manager/evals.svg" alt="Measured on agentmods" 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 | $0.00043 | $0.00367 |
| Opus 5 | $0.00022 | $0.00183 |
| Sonnet 5 | $0.00009 | $0.00073 |
| Haiku 4.5 | $0.00004 | $0.00037 |
Grade A, and why
evals 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 7d 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.
What it actually says
Evals
Independent evaluation suite for the job-search pipeline. Lives outside the pipeline it evaluates.
Evaluation Levels
| Level | Script | When to Run |
|---|---|---|
| 1. Code Review | scripts/code_review.py |
After building or changing pipeline code |
| 2. Runtime Verify | scripts/runtime_verify.py |
After a pipeline run completes |
| 3. Health Monitor | scripts/health_monitor.py |
Recurring — every pipeline run or 2-3x/week |
Process
- Run the relevant eval script for your situation
- Review the report output
- Fix issues (or flag for user approval if touching shared data)
- Re-run the eval to verify fixes
Usage
# Level 1: Static code review of job-search pipeline
python3 scripts/code_review.py
# Level 2: Validate outputs after a pipeline run
python3 scripts/runtime_verify.py
# Level 3: Ongoing health monitoring
python3 scripts/health_monitor.py
python3 scripts/health_monitor.py --json
Scope
- Evaluates:
career-manager/job-search/(scripts, data, caches) - Does NOT evaluate: itself, other career-manager skills, or non-pipeline code
- References:
workflow-standards/references/evaluation.mdfor methodology
Output Format
Each script prints a check-by-check report with pass/warn/fail status and returns non-zero exit code if critical checks fail.
What ships with it
24 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.
- references/framework-evaluation.md 4.7 KB
- schemas/eval-results.schema.json 2.1 KB
- scripts/code_review.py 9.4 KB runs code
- scripts/health_monitor.py 11 KB runs code
- scripts/runtime_verify.py 9.0 KB runs code
- tests/test_action_list_split.py 9.1 KB runs code
- tests/test_briefing.py 3.5 KB runs code
- tests/test_dashboard.py 23 KB runs code
- tests/test_expansion_export.py 14 KB runs code
- tests/test_integration.py 32 KB runs code
- tests/test_lifecycle_migration.py 6.6 KB runs code
- tests/test_lifecycle_seeding.py 9.7 KB runs code
- tests/test_migration.py 2.2 KB runs code
- tests/test_no_min_quota.py 9.2 KB runs code
- tests/test_path_normalizer.py 5.4 KB runs code
- tests/test_path_validation.py 3.4 KB runs code
- tests/test_prospecting_coverage.py 1.2 KB runs code
- tests/test_prospecting_multipath.py 12 KB runs code
- tests/test_reverify_lifecycle.py 7.2 KB runs code
- tests/test_run_diff.py 1.7 KB runs code
- tests/test_schema_validation.py 6.5 KB runs code
- tests/test_search_config_loader.py 4.4 KB runs code
- tests/test_skill_content.py 3.9 KB runs code
- tests/test_watch_list_validation.py 5.5 KB runs code
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.
- 7d ago First seen · 48 lines · 43 tokens per session scan A 9caed4946f35
evals is a skill published in the GitHub repository muggl3mind/career-manager (24 stars, last pushed 4mo ago), licensed MIT. It adds 43 tokens to every session and 367 once invoked, about $0.0002 per session on Opus 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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