eval SKILL.md skillA
eval from kanevry/session-orchestrator is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.
mdr add kanevry/session-orchestrator/eval@git:20261023.bf64b8ePins git:20261023.bf64b8e in mdr.lock. Pin the fingerprint instead.
- Audit grade
- A, 17 of 17 checks passed
- Kind
- SKILL.md skill
- Repository
- kanevry/session-orchestrator
- Path
skills/eval/SKILL.md- Versions recorded
- 6
- Latest version
- git:20261023.bf64b8e, committed Oct 23, 2026
- First version recorded
- Jul 17, 2026
- Size
- 16,060 bytes
- Repository stars
- 52
- License
- MIT
Use this skill to run an honest session-process evaluation (Standard v1, aiat-llm-eval/1.0) — score the last completed orchestrator session against the pre-registered rubric-v3 dimensions, run /eval, evaluate this session, produce an eval report, or re-verify a stored eval run for reproducibility. Deterministic-first with an optional advisory LLM judge; never produces a global score.
Collected from public GitHub. Every version is saved exactly as it was and never changes. Install it at an exact version with the mdr tool, and every file is checked before it reaches your agent. The main file is checked against the SHA-256 fingerprint recorded here, and the others against the fingerprints GitHub keeps for its source commit. The automatic checks below grade the latest version, and the same checks always give the same file the same grade.
What the file says
> **Platform Note:** State files use the platform's native directory: `.claude/` (Claude Code), `.codex/` (Codex CLI), or `.cursor/` (Cursor IDE). Shared metrics + the eval journal live in `.orchestrator/metrics/`. See `skills/_shared/platform-tools.md`. # Eval Skill — Session-Process Evaluation (aiat-llm-eval/1.0) On-demand, honest measurement of ONE completed orchestrator session against the pre-registered **rubric-v3** check set. The deterministic engine (`scripts/eval-session.mjs` → `scripts/lib/eval/engine.mjs`) reads only local metrics files (`sessions.jsonl` + `events.jsonl`), scores the six deterministic dimensions, appends a `session-eval` record to the journal, and optionally renders an HTML report. An opt-in LLM judge overlays ONE advisory dimension (`instruction-adherence`; `report-quality` was retired in rubric-v2, #1381). The standard this skill implements is [`docs/eval/aiat-llm-eval-v1.md`](../../docs/eval/aiat-llm-eval-v1.md); the frozen, content-hashed check set is [`skills/eval/rubric-v3.md`](./rubric-v3.md) (stored records carry the version they were scored under: before 2026-09-19 `rubric-v1` → [`rubric-v1.md`](./rubric-v1.md), 2026-09-19 to 2026-10-05 …
Read the whole file at its exact version.
How to install
mdr add kanevry/session-orchestrator/eval@sha256:9fb748a7b8cd17ecThe line at the top of this page pins the label git:20261023.bf64b8e, which is what most people want. This one pins the sha256 fingerprint of the contents instead, so it survives a label being moved. Either way the exact version is written to mdr.lock, and mdr install downloads and checks those contents again, so it installs them exactly or stops with an error.
[](https://markdownregistry.com/a/art_vlkud5jfjophw5p2)
3 badge image fetches in 30 days. What the badge shows.
Versions
The registry has recorded 6 versions of this file, between Jul 17, 2026 and Oct 23, 2026, about one every 20 days.
| version | committed | commit | size | audit | |
|---|---|---|---|---|---|
| git:20261023.bf64b8e latest | 2026-10-23 | bf64b8e | 16,060 B | A | view · diff |
| git:20261005.82c2d62 | 2026-10-05 | 82c2d62 | 15,859 B | A | view · diff |
| git:20261005.dc4f9e0 | 2026-10-05 | dc4f9e0 | 15,969 B | A | view · diff |
| git:20260919.240efda | 2026-09-19 | 240efda | 15,887 B | A | view · diff |
| git:20260916.3ebf0e9 | 2026-09-16 | 3ebf0e9 | 14,820 B | A | view · diff |
| git:20260717.67d3c67 | 2026-07-17 | 67d3c67 | 13,752 B | A | view |
Audit of the latest version
- pass: Frontmatter block present
- pass: Frontmatter declares a name
- pass: Frontmatter declares a description
- pass: Size between 200 bytes and 200 KB (16060 bytes)
- pass: No zero-width or bidi control characters
- pass: No instruction hidden inside an HTML comment
- pass: No link to an exfiltration or paste host
- pass: No credential-shaped string
- pass: No instruction to send local credentials anywhere
- pass: No text hidden with inline styles
- pass: No prompt-injection phrasing
- pass: No curl or wget piped into a shell
- pass: No recursive delete of root, home or parent
- pass: No instruction to read or print local credentials
- pass: No base64 blob over 200 characters
- pass: No link to a raw IP address
- pass: No script tag
Source
kanevry/session-orchestrator · 52 stars · license MIT · pushed 2026-11-01 · branch main
API
GET https://markdownregistry.com/api/v1/artifacts/art_vlkud5jfjophw5p2 GET https://markdownregistry.com/api/v1/resolve?ref=kanevry/session-orchestrator/eval GET https://markdownregistry.com/api/v1/blob/9fb748a7b8cd17ec755b9adce3927173aa75f6ca08429280596139c1006bc450
Your AI assistant does the legwork. You hear about the deals worth your word. Hand yours the standing instructions at modelranch.com and it joins the network that reads files like this one.
Guides: the SKILL.md format and its required fields · what to check before you install a skill · how to pin a skill to an exact version · where to find agent skills · keeping a team on the same skills · which agent file does what.
More from kanevry/session-orchestrator
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