evolve SKILL.md skillA

evolve from kanevry/session-orchestrator is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.

Install it, pinned
mdr add kanevry/session-orchestrator/evolve@git:20261021.728a583

Pins git:20261021.728a583 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/evolve/SKILL.md
Versions recorded
14
Latest version
git:20261021.728a583, committed Oct 21, 2026
First version recorded
Aug 13, 2026
Size
16,228 bytes
Repository stars
53
License
MIT

Use this skill when extracting session patterns into reusable learnings. Three modes: analyze (extract from session history), review (edit/manage existing learnings), list (display active learnings). Manages .orchestrator/metrics/learnings.jsonl.

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 live in `.orchestrator/metrics/` (v2) with fallback to `<state-dir>/metrics/` for pre-v2.0 legacy data. See `skills/_shared/platform-tools.md`.

# Evolve Skill

## Invocation

Invoked as `/evolve [analyze|review|list|dialectic [--apply]]` with mode: **$ARGUMENTS** (if empty, default to `analyze` — parsed in Step 1.3).

Analyze session history for patterns, review existing learnings, list active intelligence, or derive USER.md/AGENT.md peer-card updates via the dialectic mode. Every learning must be confirmed by the user before persisting. Evidence before assertions.

## Phase 0: Bootstrap Gate

Read `skills/_shared/bootstrap-gate.md` and execute the gate check. If the gate is CLOSED, invoke `skills/bootstrap/SKILL.md` and wait for completion before proceeding. If the gate is OPEN, continue to Phase 1.

<HARD-GATE>
Do NOT proceed past Phase 0 if GATE_CLOSED. There is no bypass. Refer to `skills/_shared/bootstrap-gate.md` for the full HARD-GATE constraints.
</HARD-GATE>

## Phase 1: Config & Data Loading
…

Read the whole file at its exact version.

How to install

The exact contents, by fingerprint
mdr add kanevry/session-orchestrator/evolve@sha256:21a10b97276fc7e8

The line at the top of this page pins the label git:20261021.728a583, 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.

Badge

mdr badge

[![mdr](https://markdownregistry.com/badge/art_axklvcxmbvejvrfa.svg)](https://markdownregistry.com/a/art_axklvcxmbvejvrfa)

5 badge image fetches in 30 days. What the badge shows.

Versions

The registry has recorded 14 versions of this file, between Aug 13, 2026 and Oct 21, 2026, about one every 5 days.

versioncommittedcommitsizeaudit
git:20261021.728a583 latest2026-10-21 728a583 16,228 BA view · diff
git:20261002.72cfd5a2026-10-02 72cfd5a 15,542 BA view · diff
git:20261002.44fc80e2026-10-02 44fc80e 15,230 BA view · diff
git:20261002.d25557a2026-10-02 d25557a 14,938 BA view · diff
git:20261001.74e3d932026-10-01 74e3d93 14,639 BA view · diff
git:20260918.20a4cbf2026-09-18 20a4cbf 14,467 BA view · diff
git:20260916.3ebf0e92026-09-16 3ebf0e9 14,425 BA view · diff
git:20260909.d4c51bd2026-09-09 d4c51bd 13,952 BA view · diff
git:20260908.1b5519d2026-09-08 1b5519d 55,273 BA view · diff
git:20260906.9b0a5552026-09-06 9b0a555 55,215 BA view · diff
git:20260903.ee8ea422026-09-03 ee8ea42 54,824 BA view · diff
git:20260902.3b352d72026-09-02 3b352d7 52,367 BA view · diff
git:20260822.79aa3982026-08-22 79aa398 49,127 BA view · diff
git:20260813.4ee88872026-08-13 4ee8887 48,663 BA view

Audit of the latest version

A  17 of 17 checks passed. Fixed automatic checks with no AI involved, so the same checks give the same answer every run.
  • pass: Frontmatter block present
  • pass: Frontmatter declares a name
  • pass: Frontmatter declares a description
  • pass: Size between 200 bytes and 200 KB (16228 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

GitHub

kanevry/session-orchestrator · 53 stars · license MIT · pushed 2026-10-21 · branch main

API

GET https://markdownregistry.com/api/v1/artifacts/art_axklvcxmbvejvrfa
GET https://markdownregistry.com/api/v1/resolve?ref=kanevry/session-orchestrator/evolve
GET https://markdownregistry.com/api/v1/blob/21a10b97276fc7e87df936bbfd28cad1619d77a0e068fff01549eed30b429b7e

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.

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