Assess
Weighted 7-dimension code/design quality scorer with a pass/fail gate — needs the full ork plugin plus memory MCP.
Test report
- Verdict
- Works with setup
- Score
- Tested
- Jul 13, 2026
- Environment
- Claude Code 2.x (agent harness)
- Upstream re-checked
- Aug 10, 2026 · 149a826
Manually applied its rubric.json weights to a deliberately vulnerable SQL-concatenation snippet: the skill's weighted composite (4.61, driven down by a 1/10 security score against a 4.0 min_blocker) correctly failed the code and named the exact injection line as a blocker, versus a baseline review that just said '3/10, use parameterized queries' with no structure. Caught a real doc bug: the frontmatter's dimension list names 'simplicity' as one of the 6 core dimensions, but the live rubric.json and quality-model.md show 7 default-mode dimensions (scalability and compliance instead) — simplicity only appears in comparison mode.
Scored on four weighted criteria — install, triggering, output vs. baseline, docs. How scoring works
- Installs cleanly 5/5
- Triggers reliably 5/5
- Output vs. baseline 8/10
- Docs & honesty 3/5
What Assess does
Runs a structured, evidence-backed 0-10 quality assessment across 7 weighted dimensions (correctness, maintainability, performance, security, scalability, testability, compliance) with adversarial refutation at high effort and a composite pass/fail verdict gated at 5.5. Triggers on 'rate/evaluate/compare/pros and cons' phrasing for code, designs, or architecture trade-offs, and correctly stays out of the way of fix/implement/build requests. Heavily orchestrated: it loads sibling skills (quality-gates, chain-patterns, shared rules), a PreToolUse hook script, and an optional memory MCP server, so copying just the assess folder alone will not run standalone.
How to install Assess
git clone https://github.com/yonatangross/orchestkit
cd orchestkit
mkdir -p ~/.claude/skills
cp -r plugins/ork/skills/assess ~/.claude/skills/assess
Skills live in ~/.claude/skills/ (global) or .claude/skills/
(per-project). Restart Claude Code after installing.
Commands — how to trigger Assess
-
/assessWeighted 7-dimension code/design quality scorer with a pass/fail gate — needs the full ork plugin plus memory MCP.
It also activates on plain-language prompts like these:
-
Rate this architecture proposal across correctness, security, and scalability -
Compare these two design approaches and give me pros and cons -
Evaluate this code change and tell me if it's good enough to merge
Frequently asked questions
- Is the Assess skill free?
- Yes. The skill itself is free from yonatangross/orchestkit. SkillProof publishes the install command and an independent test verdict at no cost.
- Does Assess work with Claude Code?
- We tested it with Claude Code 2.x (agent harness) on Jul 13, 2026. Verdict: Works with setup. Manually applied its rubric.json weights to a deliberately vulnerable SQL-concatenation snippet: the skill's weighted composite (4.61, driven down by a 1/10 security score against a 4.0 min_blocker) correctly failed the code and named the exact injection line as a blocker, versus a baseline review that just said '3/10, use parameterized queries' with no structure. Caught a real doc bug: the frontmatter's dimension list names 'simplicity' as one of the 6 core dimensions, but the live rubric.json and quality-model.md show 7 default-mode dimensions (scalability and compliance instead) — simplicity only appears in comparison mode.
- What is the Assess SkillProof Score?
- 8.4/10 — installs cleanly 5/5, triggers reliably 5/5, output vs. baseline 8/10, docs & honesty 3/5.
- How do I install Assess?
- Copy the install command from this page, run it in your terminal, and restart Claude Code. Skills live in ~/.claude/skills/ (global) or .claude/skills/ inside a project.
- Can I use Assess with Cursor, Copilot, Gemini CLI, Codex or other AI tools?
- The SKILL.md format is native to Claude (Claude Code, Desktop, claude.ai). The instructions inside adapt to other assistants: Cursor rules, GitHub Copilot instructions, Windsurf rules, Custom GPTs, AGENTS.md for OpenAI Codex, and GEMINI.md for Google Gemini CLI — our conversion guides cover each, and the free converter on the tools page does the wrapping for you.