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
# evolve
Canonical skill: `skills/evolve/SKILL.md`
Read that file and follow it exactly. Resolve relative links against `skills/evolve/`, not this wrapper.
Cursor has no Skill tool. Treat "invoke the evolve skill" as: Read `skills/evolve/SKILL.md`.
The line at the top of this page pins the label git:20260916.3ebf0e9, 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.
GET https://markdownregistry.com/api/v1/artifacts/art_kfrkxyfuzwuyzgd3
GET https://markdownregistry.com/api/v1/resolve?ref=kanevry/session-orchestrator/evolve
GET https://markdownregistry.com/api/v1/blob/47b2aceee47c12e4cde41555039aba716889fb55465f872257e611e9c70eed2a
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.
kanevry/session-orchestrator · .agents/skills/architecture/SKILL.md · Use when the user asks to improve architecture, find refactoring opportunities, surface deepening opportunities…
kanevry/session-orchestrator · .agents/skills/autopilot/SKILL.md · Use this skill when running an autonomous session-orchestration loop. Chains session-start → session-plan →…
kanevry/session-orchestrator · .agents/skills/bootstrap/SKILL.md · Use this skill when scaffolding the minimum repository structure required by session-orchestrator. Invoked…
kanevry/session-orchestrator · .agents/skills/brainstorm/SKILL.md · Use when you have a feature idea but the scope or UX is still ambiguous — runs a lightweight Socratic design dialogue…
kanevry/session-orchestrator · .agents/skills/claude-md-drift-check/SKILL.md · Use when detecting drift between CLAUDE.md (or AGENTS.md, the Codex CLI alias) / _meta narrative and live repository…
kanevry/session-orchestrator · .agents/skills/debug/SKILL.md · Use when encountering any bug, test failure, build break, or unexpected behavior — runs a 4-phase systematic debugging…
kanevry/session-orchestrator · .agents/skills/discovery/SKILL.md · Use this skill when running systematic quality discovery and issue detection. Runs modular probes adapted to the…
kanevry/session-orchestrator · .agents/skills/dispatcher/SKILL.md · Use when you want the orchestrator to pick the next repo to work on across your whole portfolio — it enumerates…
kanevry/session-orchestrator · .agents/skills/docs-orchestrator/SKILL.md · Use this skill when orchestrating documentation generation and updates within a session. Maps session scope to…
kanevry/session-orchestrator · .agents/skills/ecosystem-health/SKILL.md · Monitor health across configured service endpoints, CI pipelines, and critical issues. Automatically invoked during…
sethgammon/citadel · skills/evolve/SKILL.md · Research-driven multi-cycle improvement director. Forms causal hypotheses about why scores are low, validates them with…
danmcinerney/orchflows · example-workflows/evolve/skills/evolve/SKILL.md · Iteratively improve any artifact and its improvement harness, inventing evaluation when needed; supports bounded runs…
kanevry/session-orchestrator · skills/evolve/SKILL.md · Use this skill when extracting session patterns into reusable learnings. Three modes: analyze (extract from session…
kanevry/session-orchestrator · .agents/skills/evolve/SKILL.md · Use this skill when extracting session patterns into reusable learnings. Three modes: analyze (extract from session…
kanevry/session-orchestrator · .codex-plugin/skills/evolve/SKILL.md · Use this skill when extracting session patterns into reusable learnings. Three modes: analyze (extract from session…
mycelium-hq/ai-brain-starter · skills/evolve/SKILL.md · Use when many related hardened instincts (high-confidence feedback_*/discovery_* memories) have piled up in one domain…
lstr-1/skills · sex/skills/evolve/SKILL.md · Use this skill when extracting session patterns into reusable learnings. Three modes: analyze (extract from session…
tonygorb/skills · skills/evolve/SKILL.md · Audit one part of the code and rank what to improve. Changes nothing. Use when the user asks "is this outdated" or "how…
