Darwin Skill Optimizer
alchaincyf/darwin-skill
Scores SKILL.md files on a nine-dimension rubric, then improves them in a keep-or-revert loop with independent judge agents, test prompts, git history and human checkpoints.
Publish a private guideline to a configured write-scope repo.
$ npx skills add AgentToolkit/altk-evolve --skill publish -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install AgentToolkit/altk-evolve publish --agent claude-codeProject scope by default; add --scope user for a personal install. Needs GitHub CLI 2.90.0 or later (public preview).
$ git clone --depth 1 https://github.com/AgentToolkit/altk-evolve.git skills-src && mkdir -p .claude/skills && cp -r skills-src/platform-integrations/codex/plugins/evolve-lite/skills/evolve-lite/publish .claude/skills/publish && rm -rf skills-srcUse ~/.claude/skills/ instead of .claude/skills for a personal install. The folder must contain SKILL.md.
Claude Code skills documentation · loads skills from .claude/skills/
Install the "publish" agent skill from https://github.com/AgentToolkit/altk-evolve/tree/main/platform-integrations/codex/plugins/evolve-lite/skills/evolve-lite/publish into .claude/skills/publish/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "publish", then confirm the skill loads.Claude Code copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$skill-installer install https://github.com/AgentToolkit/altk-evolve/tree/main/platform-integrations/codex/plugins/evolve-lite/skills/evolve-lite/publishType this inside Codex. $skill-installer <name> installs a curated skill from openai/skills. The installer writes to $CODEX_HOME/skills (default ~/.codex/skills). Restart Codex if the skill does not show up.
$ npx skills add AgentToolkit/altk-evolve --skill publish -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install AgentToolkit/altk-evolve publish --agent codexProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/AgentToolkit/altk-evolve.git skills-src && mkdir -p .agents/skills && cp -r skills-src/platform-integrations/codex/plugins/evolve-lite/skills/evolve-lite/publish .agents/skills/publish && rm -rf skills-srcUse ~/.agents/skills/ instead of .agents/skills for a personal install.
Codex skills documentation · loads skills from .agents/skills/
Install the "publish" agent skill from https://github.com/AgentToolkit/altk-evolve/tree/main/platform-integrations/codex/plugins/evolve-lite/skills/evolve-lite/publish into .agents/skills/publish/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "publish", then confirm the skill loads.Codex copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ npx skills add AgentToolkit/altk-evolve --skill publish -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install AgentToolkit/altk-evolve publish --agent cursorProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/AgentToolkit/altk-evolve.git skills-src && mkdir -p .cursor/skills && cp -r skills-src/platform-integrations/codex/plugins/evolve-lite/skills/evolve-lite/publish .cursor/skills/publish && rm -rf skills-srcUse ~/.cursor/skills/ instead of .cursor/skills for a personal install.
Cursor skills documentation · loads skills from .cursor/skills/, .agents/skills/, .claude/skills/, .codex/skills/
Install the "publish" agent skill from https://github.com/AgentToolkit/altk-evolve/tree/main/platform-integrations/codex/plugins/evolve-lite/skills/evolve-lite/publish into .cursor/skills/publish/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "publish", then confirm the skill loads.Cursor copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ gemini skills install https://github.com/AgentToolkit/altk-evolve.git --path platform-integrations/codex/plugins/evolve-lite/skills/evolve-lite/publish--scope user (default) or --scope workspace; --path is the subfolder of the repo that holds the skill; --consent skips the security confirmation prompt.
$ npx skills add AgentToolkit/altk-evolve --skill publish -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install AgentToolkit/altk-evolve publish --agent gemini-cliProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/AgentToolkit/altk-evolve.git skills-src && mkdir -p .gemini/skills && cp -r skills-src/platform-integrations/codex/plugins/evolve-lite/skills/evolve-lite/publish .gemini/skills/publish && rm -rf skills-srcUse ~/.gemini/skills/ instead of .gemini/skills for a personal install, then run /skills reload.
Gemini CLI skills documentation · loads skills from .gemini/skills/, .agents/skills/
Install the "publish" agent skill from https://github.com/AgentToolkit/altk-evolve/tree/main/platform-integrations/codex/plugins/evolve-lite/skills/evolve-lite/publish into .gemini/skills/publish/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "publish", then confirm the skill loads.Gemini CLI copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ gh skill install AgentToolkit/altk-evolve publishInstalls for Copilot at project scope by default; add --scope user for a personal install. Preview a skill first with gh skill preview. Needs GitHub CLI 2.90.0 or later (public preview).
$ npx skills add AgentToolkit/altk-evolve --skill publish -a github-copilotProject install goes to .agents/skills/; add -g for ~/.copilot/skills/.
$ git clone --depth 1 https://github.com/AgentToolkit/altk-evolve.git skills-src && mkdir -p .github/skills && cp -r skills-src/platform-integrations/codex/plugins/evolve-lite/skills/evolve-lite/publish .github/skills/publish && rm -rf skills-srcUse ~/.copilot/skills/ instead of .github/skills for a personal install. Commit .github/skills so cloud agent and code review can use it.
GitHub Copilot skills documentation · loads skills from .github/skills/, .claude/skills/, .agents/skills/
Install the "publish" agent skill from https://github.com/AgentToolkit/altk-evolve/tree/main/platform-integrations/codex/plugins/evolve-lite/skills/evolve-lite/publish into .github/skills/publish/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "publish", then confirm the skill loads.GitHub Copilot copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ npx skills add AgentToolkit/altk-evolve --skill publish -a opencodeOpenCode documents no install command of its own. Project install goes to .agents/skills/; add -g for ~/.config/opencode/skills/.
$ gh skill install AgentToolkit/altk-evolve publish --agent opencodeProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/AgentToolkit/altk-evolve.git skills-src && mkdir -p .opencode/skills && cp -r skills-src/platform-integrations/codex/plugins/evolve-lite/skills/evolve-lite/publish .opencode/skills/publish && rm -rf skills-srcUse ~/.config/opencode/skills/ instead of .opencode/skills for a personal install.
OpenCode skills documentation · loads skills from .opencode/skills/, .claude/skills/, .agents/skills/
Install the "publish" agent skill from https://github.com/AgentToolkit/altk-evolve/tree/main/platform-integrations/codex/plugins/evolve-lite/skills/evolve-lite/publish into .opencode/skills/publish/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "publish", then confirm the skill loads.OpenCode copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
publishPublish a private guideline to a configured write-scope repo.
Publish is an agent skill from AgentToolkit/altk-evolve. Publish a private guideline to a configured write-scope repo.
Its SKILL.md is about 1.3k tokens, which your agent loads only when the skill is triggered. The skill folder holds 2 other files, including scripts (for example `scripts/publish.py`).
It sits in Agent Workflows. It works with Git. The repository describes itself as: Self improving agents through iterations. The licence is Apache-2.0.
7 steps, taken from the step headings in SKILL.md.
Read from SKILL.md and the folder at commit 9e5bb56. It shows what the files ask for, not the result of running them.
Pre-approves nothing: there is no allowed-tools line, so your agent's usual permission prompts apply.
From allowed-tools in the SKILL.md frontmatter.
Ships 1 file in scripts/ (Python), which the agent can run.
Shell commands in SKILL.md call:
gitpython3From the folder's file list and the shell code blocks in SKILL.md.
No URLs in SKILL.md. Its commands use git, which can reach the network depending on how they are called.
From URLs in SKILL.md, links to its own repository left out.
Names no API keys, tokens, secrets or passwords.
From names ending in _API_KEY, _TOKEN, _SECRET, _KEY or _PASSWORD in SKILL.md.
Publish loads about 1.3k tokens when it runs. Until then it costs about 17 tokens; SKILL.md has 625 words of instructions outside code blocks.
Estimates: characters ÷ 4, the usual rule of thumb; real counts depend on the model's tokenizer. Scripts and assets cost tokens only if the agent reads them.
The automated check found no risky patterns in SKILL.md.
Automated static check — not a guarantee. Review scripts before installing. It scans the text of SKILL.md for risky patterns (piping downloads into a shell, reading credential files, hidden Unicode, destructive commands); the scripts in this folder are not scanned.
The full file from AgentToolkit/altk-evolve at commit 9e5bb56, republished under its Apache-2.0 licence (© AgentToolkit). 625 words, ~1,334 tokens.
.claude/skills/publish/SKILL.md (or your agent's skills folder). This skill also uses 1 other file; get the full folder from GitHub.Publish one or more private guidelines from .evolve/entities/guideline/
into a configured write-scope repo. The entity is stamped with
visibility: public, owner, published_at, and source, moved into
the local clone of the write repo, and committed / pushed to the remote.
The same local clone is also what evolve-lite:sync pulls from — so you
and anyone else publishing to the same repo stay in sync.
Read evolve.config.yaml. If no entry has scope: write, tell the user:
"You need at least one write-scope repo to publish to. Run evolve-lite:subscribe with --scope write to set one up, then come back."
Then stop.
If identity.user is missing, ask for it and add it to the config.
Ensure .evolve/ is gitignored at the project root:
grep -qxF '.evolve/' .gitignore 2>/dev/null || echo '.evolve/' >> .gitignoreFilter repos: to entries with scope: write (Step 1 already aborted if
there were zero, so at least one exists here).
notes and ask which to publish to.Let {repo} be the chosen repo name and {branch} its configured branch (default main).
List files in .evolve/entities/guideline/ and ask the user which to publish.
For each selected file, run:
python3 "$(git rev-parse --show-toplevel 2>/dev/null || pwd)/plugins/evolve-lite/skills/evolve-lite/publish/scripts/publish.py" --entity "{filename}" --repo "{repo}" --user "{identity.user}"Build {names} as a comma-joined list of selected filenames, and
{guideline_paths} as a space-joined list of the corresponding
guideline/{filename} paths inside the clone (the files the publish
script just wrote).
git -C ".evolve/entities/subscribed/{repo}" add -- {guideline_paths}
git -C ".evolve/entities/subscribed/{repo}" commit -m "[evolve] publish: {names}"
git -C ".evolve/entities/subscribed/{repo}" push origin "{branch}"On push success, continue to Step 7.
If the push fails and stderr mentions rejected / non-fast-forward
/ fetch first, another writer pushed to {branch} in between.
Rebase the local commit and push once more:
git -C ".evolve/entities/subscribed/{repo}" fetch origin "{branch}"
git -C ".evolve/entities/subscribed/{repo}" rebase "origin/{branch}"Rebase clean → retry git push origin "{branch}" once, then Step 7.
Rebase conflicted → attempt to resolve, then hand off for user
review. Do not git rebase --continue or git push without an
explicit user confirmation.
git -C ".evolve/entities/subscribed/{repo}" status --porcelain
lists the conflicted paths. If any are UD, DU, or binary,
skip to the abort step — those aren't safe to auto-resolve.
For each UU/AA file, read the conflict markers. During a
rebase, <<<<<<< HEAD is the remote's version and the
section under the commit sha is the publish change being
replayed (opposite of a regular merge). Write an
intent-preserving resolution; don't git add yet.
Show the user the diff (git -C ".evolve/entities/subscribed/{repo}" diff HEAD -- {file}) per
resolved file with a one-line strategy summary, and ask whether
to continue (stage + rebase --continue + push) or abort
(roll back for manual resolution).
On continue:
git -C ".evolve/entities/subscribed/{repo}" add {resolved-files}
git -C ".evolve/entities/subscribed/{repo}" rebase --continue
git -C ".evolve/entities/subscribed/{repo}" push origin "{branch}"Then Step 7. If rebase --continue surfaces a new conflict, loop
from step 1.
On abort — user declined, conflict isn't safely resolvable, or the proposed merge feels unsafe:
git -C ".evolve/entities/subscribed/{repo}" rebase --abortThe local publish commit is preserved at
.evolve/entities/subscribed/{repo} but not on the remote. Tell
the user to either (a) resolve manually in that directory
(git fetch origin {branch} && git rebase origin/{branch}, fix
conflicts, git add + git rebase --continue, git push origin {branch}) or (b) re-run evolve-lite:publish with a different
filename if the conflict is a shared name.
If the push fails for any other reason (auth, network, missing remote ref), surface git's error and stop — rebase will not help.
Tell the user what was published and to which repo.
.evolve/entities/guideline/ into
the write-scope clone at .evolve/entities/subscribed/{repo}/guideline/,
with visibility: public, owner: {user}, published_at, and source
stamped in frontmatter.evolve/audit.log© AgentToolkit, Apache-2.0. Rendered from Markdown: HTML in the file is shown as text, images as links, and headings moved down two levels. Raw file
SKILL.md and 1 other file (scripts) in platform-integrations/codex/plugins/evolve-lite/skills/evolve-lite/publish of AgentToolkit/altk-evolve.
Open the folder on GitHubat commit 9e5bb56
Publish next to the 5 skills that share the most tags, products or categories with it. Stars are the repository's; “used in” counts other GitHub owners with a copy.
| Skill | Stars | Used in | Tokens | Auto-check | Licence | Repo updated |
|---|---|---|---|---|---|---|
| Publish this skillAgentToolkit/altk-evolve | 122 | — | ~1.3k | Automated safety check: Pass | Apache-2.0 | |
| Darwin Skill Optimizeralchaincyf/darwin-skill | 6.2k | 1 repos | ~4.7k | Automated safety check: Pass | MIT | |
| CodeGraph Agent Evalcolbymchenry/codegraph | 73k | — | ~950 | Automated safety check: Pass | MIT | |
| Neat-Freak Knowledge CloseoutKKKKhazix/khazix-skills | 21k | — | ~1.9k | Automated safety check: Pass | MIT | |
| O2 Review Loopopenobserve/openobserve | 22k | — | ~3.7k | Automated safety check: Pass | AGPL-3.0 | |
| Beads Task Memorygastownhall/beads | 28k | — | ~1.2k | Automated safety check: Pass | MIT |
alchaincyf/darwin-skill
Scores SKILL.md files on a nine-dimension rubric, then improves them in a keep-or-revert loop with independent judge agents, test prompts, git history and human checkpoints.
colbymchenry/codegraph
Benchmarks how much CodeGraph helps a coding agent on a real repository, comparing runs with and without it for a chosen local or published version.
KKKKhazix/khazix-skills
Brings project docs, agent rule files, authorized memory and leftover workspace files back in line with what the code and runtime actually do at the end of a work session.
openobserve/openobserve
Splits a change into planner, coder and independent reviewer roles: you confirm a spec, a subagent implements it, and a separate reviewer checks each round's local WIP commit.
gastownhall/beads
Tracks multi-session work with dependencies in the bd issue tracker so the agent can find ready tasks and recover its context after conversation compaction.
slopus/happy
Searches past Claude Code, Codex and Cursor sessions and summarizes what was worked on, tried or decided, using extraction scripts instead of reading raw logs.
AgentToolkit/altk-evolve
Contrasts successful and failed agent runs of the same task and derives guidelines backed by evidence from transcripts, tool calls and outcome judgments.
AgentToolkit/altk-evolve
Turns a saved agent trajectory into a reusable skill with a SKILL.md and supporting scripts, so later sessions can call the workflow instead of rediscovering it.
AgentToolkit/altk-evolve
Copies a memory the agent just saved into the shared evolve store with a retrieval trigger, so it can be shared across a team and audited like other entities.
AgentToolkit/altk-evolve
Has the agent read a project wiki's AGENTS.md and pull the guidelines that fit the task it is about to start, instead of loading the wiki at session start.
AgentToolkit/altk-evolve
Reads a normalized Claude Code trajectory JSON and turns its errors and solutions into reusable guideline pages in wiki-twobatch/guidelines.
AgentToolkit/altk-evolve
Ingest one or more agent trajectories (raw bob/claude traces or normalized JSON) into an agent-wiki end-to-end — convert, summarize, extract guidelines, synthesize skills, optionally compare…
Works with
Categories
Publish a private guideline to a configured write-scope repo. Publish is an agent skill from AgentToolkit/altk-evolve. Publish a private guideline to a configured write-scope repo.
Publish fits situations like: agent Workflows work in your project.
Run `npx skills add AgentToolkit/altk-evolve --skill publish -a claude-code`. Or copy the skill folder (platform-integrations/codex/plugins/evolve-lite/skills/evolve-lite/publish in AgentToolkit/altk-evolve) into .claude/skills/publish in your project. Claude Code loads it when a task matches its description.
Run `npx skills add AgentToolkit/altk-evolve --skill publish -a codex`. Or copy the skill folder (platform-integrations/codex/plugins/evolve-lite/skills/evolve-lite/publish in AgentToolkit/altk-evolve) into .agents/skills/publish in your project. Codex loads it when a task matches its description.
Cursor, Gemini CLI, GitHub Copilot and OpenCode also load SKILL.md folders. With the skills CLI, run `npx skills add AgentToolkit/altk-evolve --skill publish -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/publish, .gemini/skills/publish, .github/skills/publish and .opencode/skills/publish in your project.
Going by SKILL.md and its folder, Publish needs Python for the scripts in its folder and the command-line tools its instructions call (git and python3). Our summary lists: Python 3.
SKILL.md contains no URLs. Its commands use git, which can reach the network depending on how they are called. This is read from the text; nothing was executed.
Our automated static check of SKILL.md found no risky patterns, such as piping downloads into a shell, reading credential files or hidden Unicode. It is not a guarantee. The check reads SKILL.md only: the scripts in the folder are not scanned, so read them before running anything.
Publish is published under the Apache-2.0 licence (the repository's licence). It allows redistribution, so the full SKILL.md is shown on this page.
About 1.3k tokens (SKILL.md is roughly 5.3k characters). Agents keep only the skill's name and description in context until a task matches; then they load SKILL.md in full.
Skills that share tags, products or a category with Publish: Darwin Skill Optimizer (alchaincyf/darwin-skill, 6.2k stars), CodeGraph Agent Eval (colbymchenry/codegraph, 73k stars), Neat-Freak Knowledge Closeout (KKKKhazix/khazix-skills, 21k stars) and O2 Review Loop (openobserve/openobserve, 22k stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.
AgentToolkit (a GitHub organization) maintains it in AgentToolkit/altk-evolve, which has 122 GitHub stars. The repository holds 21 skills in this directory. The repository was last updated on October 7, 2026.
Source: AgentToolkit/altk-evolve on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.