ork-assess
Assess a code change, design, architecture, workflow, or competing options against explicit criteria and evidence. Use when a request asks to assess, rate,…
Run isolated eval and grading calls using CC 2.1.81 --bare mode. Constructs claude -p --bare invocations for skill evaluation, trigger testing, and LLM grading without plugin/hook interference. Use when running eval pipelines, grading skill outputs, benchmarking prompt quality,
$ npx -y skills add yonatangross/orchestkit --skill bare-eval --agent claude-codeHow it fires
How this skill gets triggered: by you, by Claude, or both.
/bare-evalContext preview
The summary Claude sees to decide when to auto-load this skill.
Run isolated eval and grading calls using CC 2.1.81 --bare mode. Constructs claude -p --bare invocations for skill evaluation, trigger testing, and LLM grading without plugin/hook interference. Use when running eval pipelines, grading skill outputs, benchmarking prompt quality,
name: bare-eval compatibility: "Claude Code 2.1.251+" description: "Run isolated eval and grading calls using CC 2.1.81 --bare mode. Constructs claude -p --bare invocations for skill evaluation, trigger testing, and LLM grading without plugin/hook interference. Use when running eval pipelines, grading skill outputs, benchmarking prompt quality, or testing trigger accuracy in isolation." tags: [eval, bare, grading, pipeline, testing, ci] version: 1.1.0 author: OrchestKit user-invocable: false complexity: medium context: inherit persuasion-type: discipline effort: low
Run `claude -p --bare` for fast, clean eval/grading without plugin overhead.
**CC 2.1.81 required.** The `--bare` flag skips hooks, LSP, plugin sync, and skill directory walks.
# --bare requires ANTHROPIC_API_KEY (OAuth/keychain disabled) export ANTHROPIC_API_KEY="sk-ant-..." # Verify CC version claude --version # Must be >= 2.1.81
| Call Type | Command Pattern | |-----------|----------------| | Grading | `claude -p "$prompt" --bare --max-turns 1 --output-format text` | | Trigger | `claude -p "$prompt" --bare --json-schema "$schema" --output-format json` | | Streaming grade | `claude -p "$prompt" --bare --max-turns 1 --output-format stream-json` | | Optimize | `echo "$prompt" \| claude -p --bare --max-turns 1 --output-format text` | | Force-skill | `claude -p "$prompt" --bare --print --append-system-prompt "$content"` | | @-file in prompt | `claude -p "grade @fixtures/case-1.md against rubric" --bare` (CC 2.1.113 Remote Control autocomplete) |
> **Long harness runs (CC 2.1.199+):** set `CLAUDE_CODE_RETRY_WATCHDOG=1` for unattended eval batches — it raises the default retry count for non-capacity transient errors to 300 and lifts the cap of 15 on `CLAUDE_CODE_MAX_RETRIES`, so an overnight grading run survives transient API blips instead of dying mid-batch.
Newline-delimited JSON events (one per token/tool-call) — lets a runner score partial output or abort early on a failing probe without waiting for the full response.
claude -p "$prompt" --bare --max-turns 1 --output-format stream-json \
| while IFS= read -r line; do
# line is a single JSON event; inspect $.type == "content_block_delta"
jq -r 'select(.type == "content_block_delta") | .delta.text' <<< "$line"
doneUse `stream-json` over `json` when:
Load detailed patterns and examples:
Read("references/invocation-patterns.md")JSON schemas for structured eval output:
Read("references/grading-schemas.md")OrchestKit's eval scripts (`npm run eval:skill`) auto-detect bare mode:
# eval-common.sh detects ANTHROPIC_API_KEY → sets BARE_MODE=true # Scripts add --bare to all non-plugin calls automatically
**Bare calls:** Trigger classification, force-skill, baseline, all grading. **Never bare:** `run_with_skill` (needs plugin context for routing tests).
Before CC 2.1.119, `--print` mode ran with the full default tool set regardless of the agent's frontmatter `tools:` and `disallowedTools:`. Bare-eval grading was effectively ungated — graders could call any tool they wanted, even if the agent definition restricted them.
**As of 2.1.119, `--print` enforces the agent's declared tool surface.** Implications for eval design:
| Consequence | Action | |---|---| | Eval graders that relied on unrestricted tool access may now fail | Audit grader prompts for tools they actually need; whitelist explicitly via the agent's `tools:` frontmatter | | Eval results match interactive runs | Reproducibility improves — grading what the model can actually do, not what it could do in an unsandboxed `--print` | | `--agent <name>` also honors `permissionMode` in `--print` | Permission-gated tools (Bash, Edit) require either `permissionMode: acceptEdits` or explicit allowlists in the agent definition |
Migration test:
# Run an eval against an agent with a deliberately tight tools: list. # Graders that previously called Read/Bash freely will now fail unless those # tools are declared on the agent. claude -p "$prompt" --bare --print --agent grader-test
If the grader fails with a "tool not permitted" error, add the required tool to the agent's `tools:` frontmatter and re-run.
Before CC 2.1.121, the env var only worked in interactive sessions. As of 2.1.121, **non-interactive paths (`claude -p`, SDK) honor it too** — each grader invocation gets a fresh forked subagent context.
**The cross-eval state-leak problem this fixes:**
Without forking, sequential `claude -p --bare` graders inherit harness state:
| Inherited | Symptom | |---|---| | memory MCP query cache | grader sees stale hit from previous run; same fixture grades differently | | `.claude/chain/*.json` on disk | grader for "implement" thinks "explore" already ran (file is from previous test) | | ToolSearch deferred-tool cache | first grader's MCP loads bleed into next grader's tool registry | | model picker pref | grader N inherits `--model=opus` from grader N-1 |
This produced ~5–10% retry rate and non-reproducible scores — the eval baseline drifted between runs, engineers chased phantom
The Complete AI Development Toolkit for Claude Code. 106 skills, 36 agents, 171 hooks. Install `ork` for stable (v9.x), or `ork-alpha` for the v10 line, which ships daily.
Repo: yonatangross/orchestkit
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