Install
openclaw skills install @xiaoba-dev/rotifer-self-evolving-agentRank an Agent's Rotifer Genes against the Arena and swap in stronger ones. Invoked explicitly via /evolve — scan local capabilities, compare Genes, inspect fitness scores, and replace weak ones with user approval. Not for capabilities outside Rotifer.
openclaw skills install @xiaoba-dev/rotifer-self-evolving-agentYour Agent gets stronger by competing, not by configuring. Scan capabilities, benchmark against Arena rankings, and upgrade to fitter alternatives — driven by objective performance data, not opinions.
This skill is invoked with /evolve and uses the Rotifer MCP Server at runtime:
npx -y @rotifer/mcp-server@0.17.0 --tools=evolve
--tools=evolve is not decoration. The server can expose 31 tools, including
publish_gene, login and arena_submit; this Skill needs ten, so ten is what
it asks for. The rest are not listed and are refused if called. Nothing here can
publish on your behalf or log you in.
The launch line also omits --allow, so the sandbox escapes (no_sandbox,
trust_unsigned) are refused. Ten tools with an escape hatch in one of them
would not be ten tools.
Scan your Agent's current setup and get upgrade recommendations:
/evolve
This analyzes your local Agent configuration, identifies capabilities below Arena median, and recommends higher-performing replacements.
View your Agent's capability dashboard:
/evolve status
Shows all installed capabilities, their fitness scores, and overall Agent health.
Replace a capability with a stronger alternative:
/evolve upgrade <name>
Finds the top-ranked alternative in the same domain, shows you the swap, and installs it only after you approve. This is the one command that changes what is installed: it replaces a Gene in the project's genes/ directory with third-party code from the marketplace, which changes what your Agent does at runtime. create-agent writes an Agent definition and run-agent executes one; every other /evolve command is read-only.
Genes are project files, not global ones. Install into the project the user is in — do not pass project_root to install_gene unless the user names a different project, and say which directory the Gene is going into when you propose the swap.
Overwriting is now undoable, so it is allowed again.
install_genewithforce: truemoves the replaced Gene into<genes>/.snapshots/before writing. Say so when you use it, and tell the user the two ways back:rollback_genehere, orrotifer rollback <name>in a terminal. One snapshot per Gene — the next overwrite of the same Gene supersedes it, and a rollback consumes it, so this undoes the last upgrade rather than a history.
Find capabilities by what you need, not by internal names:
/evolve discover web scraping
/evolve discover --domain code.format
/evolve discover --fidelity Native
Side-by-side fitness comparison:
/evolve compare <id-1> <id-2>
See top performers in any domain:
/evolve arena search.web
/evolve arena code.format
Full technical details for a specific capability:
/evolve inspect <id>
/evolve create-agent <name>
/evolve run-agent <name>
This executes the Agent's Genes — it is not a read-only command. Execution goes through the rotifer CLI (or an npx -y @rotifer/playground fallback) and stays inside the WASM sandbox. It also leaves two traces on disk: a line per Gene execution in ~/.rotifer/run-logs/<gene>.jsonl, and a fitness state file next to the Agent definition. Both are local; neither is transmitted. Never pass no_sandbox: the server refuses it unless launched with --allow=no-sandbox, which this Skill does not do. Running a Gene as plain Node.js is something the user does themselves, with rotifer agent run <name> --no-sandbox.
Under the hood, Rotifer uses Genes — atomic, transferable AI capabilities that compete in an Arena. The fittest Genes (measured by the fitness function F(g)) rise to the top of the rankings automatically. Ranking is the automatic part; putting a Gene on your machine is not.
F(g) = [S_r · ln(1 + C_util) · (1 + R_rob)] / [L · Resource_Cost]
No voting, no human preference — pure runtime performance metrics determine which capabilities win.
| Type | Description |
|---|---|
| Native | Pure WASM — fully sandboxed, highest security |
| Hybrid | WASM logic + controlled external calls |
| Wrapped | Thin envelope around an external API |
When you run /evolve, the assistant:
list_local_agents + list_local_genes)get_gene_detail + get_arena_rankings)search_genes)No Gene is replaced without your confirmation.
This Skill runs @rotifer/mcp-server@0.17.0 via npx at runtime. The package is fetched from npm on first use and cached locally. This is a standard MCP Skill pattern but means you are trusting remote code — review the source before use.
/evolve run-agent is a second such path: it invokes the rotifer CLI, and when that is not on PATH it falls back to npx -y @rotifer/playground.
npm view @rotifer/mcp-server@0.17.0 dist.integrityGene, Arena and profile queries go to the Rotifer public API at rotifer.dev (hosted on Supabase). Beyond that the MCP server makes one version check per day against registry.npmjs.org, caching the answer in ~/.config/rotifer/update-check.json; npx reaches the same registry when it fetches or refreshes a package.
Usage telemetry. When you are logged in, the MCP server reports each tool call to Rotifer Cloud, fire-and-forget: the tool's name, the Gene id the call acted on (when there is one), whether it succeeded, its latency in milliseconds, and your Rotifer user id. That is what get_mcp_stats reads back. Running a Gene while logged in also records that invocation, as the protocol's anti-manipulation metrics depend on it.
Logged out, no usage record is sent. One thing goes out either way: installing a Gene bumps that Gene's public install counter — a single request carrying the Gene id and nothing else, no user id and no session. It is how the Arena counts installs.
ROTIFER_TELEMETRY=0 stops all three (false and off work too; any other value is not an opt-out). Until 0.16.1 it did not stop the install counter, and this section said "logged out, nothing is reported", which was not true of an install.
What is not sent: the arguments you pass, the contents of any file, your environment variables, and your local configuration. The three are logMcpCall, logGeneInvocation and the track_download call inside installGene, all in src/cloud.ts — short enough to read in full. Nothing else here reports on its own initiative: every other outbound call is a tool you invoked doing its job, the WASM artifact download, or the daily version check above.
Public Gene and Arena data needs no login: the MCP server reads it with the Supabase anon key (a public, client-safe key protected by Row Level Security). It does not read your environment variables, nor secrets belonging to any other tool.
This Skill cannot log you in: login is not in its tool set. If you have logged in elsewhere — rotifer login in a terminal — that session token lives in ~/.rotifer/credentials.json with 0600 permissions, is sent only to the Rotifer API, and rotifer logout deletes it. Genes and Agents do not live there — they are project files, described below. The one other thing that lands under ~/.rotifer/ is a run log, written when you use run-agent; it never leaves your machine. Being logged in is what turns usage reporting on; see above.
Reads installed Genes under genes/, and Agent definitions under .rotifer/agents/ — both in the current project — to generate upgrade recommendations.
Local configuration is designed not to be transmitted to any server. Comparison logic runs locally against data fetched from the public API. The only thing that leaves the machine beyond your queries is the usage record described under Network requests — tool name, Gene id, outcome, latency, user id — sent only while you are logged in, and nothing beyond it. You can verify both by inspecting the source code.
Writes are four things and nothing else:
genes/ (install_gene), and the copy an overwrite replaces into genes/.snapshots/.rotifer/agents/ (create_agent), and a fitness state file beside them when you run one~/.rotifer/run-logs/<gene>.jsonl (agent_run) — one line per Gene execution, mode 0600, rotated at 10 MB, never transmittedThe first two are project files, written under a project root — not into your home directory. That root defaults to the directory the server was started in, rotifer.json's genes_dir can rename genes/, and install_gene takes a project_root argument, so the destination is whichever project the call names; these commands name the current one. Nothing else on disk is modified, and no Gene is installed, replaced, or removed without explicit user confirmation.
An overwrite is recoverable. install_gene with force moves the replaced copy into <genes>/.snapshots/ before writing; rollback_gene restores it, and so does rotifer rollback <name> from a terminal — both write the same format. One snapshot per Gene: the next overwrite supersedes it, a rollback consumes it.
Removing this Skill does not uninstall Genes it installed. They stay in that project's genes/ directory as ordinary Genes; rotifer uninstall <name> removes one, and that is undoable through the same snapshot.
The MCP server can expose 31 tools, covering compiling, publishing, Arena submission and login. This Skill launches it with --tools=evolve, which exposes ten:
search_genes · get_gene_detail · get_arena_rankings · compare_genes · install_gene · rollback_gene · list_local_genes · list_local_agents · create_agent · agent_run
The other 21 are not listed and are refused if called anyway, so what the assistant can reach through this Skill is the ten above and nothing else. Until version 2.4.0 all 31 were reachable — if you have an older copy, that is what it does.
The ten cover the whole surface, not just the tool list. The server also serves resources — read-only URIs returning the same data as tools of the same name — and those travel with the set: three of the seven (rotifer://genes/{id}/stats, rotifer://developers/{name}, rotifer://leaderboard) are dropped from the listing and refused if read directly, because their tools were not asked for. Until 0.16.1 they were readable whatever the tool set said. Prompts are not restricted, and are not meant to be: a prompt returns text and reaches nothing — no query, no file, no process.
You can check rather than take our word for it: npx -y @rotifer/mcp-server@0.17.0 --tools=evolve and ask it to list its tools.
network:outbound — query Arena rankings, Gene metadata and fitness scores from the Rotifer public API, and fetch the MCP server package itself from npm.filesystem:read — read the project's installed Genes and Agent definitions, which is what an upgrade recommendation is computed from.filesystem:write — install and roll back Genes, write Agent definitions, and append the run log and update-check cache described above.process:exec — run-agent executes through the rotifer CLI, or npx -y @rotifer/playground when the CLI is not installed.Until version 2.4.3 this list said network:outbound and nothing else, while the Skill already read and wrote project files and shelled out to a CLI. The behaviour was described in the sections above but the declaration was narrower than the behaviour, which is the same defect as asking for ten tools and being able to reach thirty-one.