Adds career-ops-evaluator — a new skill in Productivity & Organization that complements the existing tailored-resume-generator.
Why this skill exists
The current tailored-resume-generator solves the apply-side of the funnel. This new skill solves the filter-side that has to come first: deciding whether an offer is worth tailoring a resume for. The two are designed to be used together:
Evaluate with career-ops-evaluator → if score ≥4.0/5, tailor with tailored-resume-generator → ignore the rest.
This pairs with Composio's existing positioning — provide reusable, composable skills, not redundant ones.
What it provides (standalone — no external install required)
- 10-dimension weighted scoring framework (role-level match, domain alignment, technical fit, compensation, geographic fit, company stage, manager signal, growth trajectory, cultural fit, exit optionality)
- A-F letter grading mapped from weighted 0-5 score
- 6-block analysis output (role summary, CV match, level strategy, comp research, personalization, interview prep)
- Configurable dimension weights for different career stages (founder-track, senior IC, etc.)
- Multi-offer comparison mode for ranking 5+ JDs side by side
- Re-evaluation mode for post-recruiter-screen updates
Real-world provenance
The methodology was extracted from santifer/career-ops — a production Claude Code skill collection that has been used to:
- Evaluate 740+ job offers with structured A-F scoring
- Generate 100+ tailored CVs (the apply-side, handled by the existing Composio skill)
- Land a Head of Applied AI role (case study)
Career-ops has 46,511 stars / 9,725 forks / 151 active issues at time of submission, with an MIT-licensed Apache-2.0-compatible foundation.
Conformance to CONTRIBUTING.md
- ✅ Real use case — 740+ evaluations in production
- ✅ Standalone value — SKILL.md teaches the methodology without requiring any external clone or paid tool
- ✅ Non-promotional — career-ops is referenced as one production implementation among possible ones; the skill itself is the framework
- ✅ Well-documented — clear When/What/How sections, structured Markdown output spec, multiple usage modes
- ✅ Includes examples — basic, comparison, weights override, re-evaluation
- ✅ Safe — no destructive operations, output-only
- ✅ Portable — works across Claude.ai, Claude Code, and API
Files added
career-ops-evaluator/SKILL.md — full skill spec (~170 lines)
career-ops-evaluator/LICENSE.txt — Apache-2.0 (matches Composio convention)
README.md — single-line entry in Productivity & Organization section, immediately before Tailored Resume Generator to make the pairing obvious