Name: Capability Evolver
Author: autogame-17

What breaks without openclaw capability evolver agent

Skill gaps unidentified. Manual capability additions taking days. Unbounded evolution without scope limits.

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Automatic capability expansion from observed task patterns × 295-star advanced skill ÷ 45–90 minutes ÷ human review gate = agents that outgrow their limits.

openclaw capability evolver agent — what it actually does

Analyses task patterns and identifies capability gaps automatically

Proposes new capability additions after 24h of typical usage

Reviews proposed expansions with /evolve analyse

Applies approved additions with /evolve apply after review

Requires maximum capability scope boundary to prevent runaway growth

Security check — openclaw capability evolver agent

Privacy score: 7/10 — accesses connected platform APIs only. Lock it: review OAuth scopes before install, confirm Linux, macOS; OpenClaw ≥1.2 compatibility.

Quick start — openclaw capability evolver agent in 45–90 minutes

Setup time: 45–90 minutes

You need:

OpenClaw core
LLM API key
file write access

Install the package:

clawhub install autogame-17/capability-evolver

Install skill

Run agent on typical tasks for 24h

Run /evolve analyse to identify gaps

Review proposed capability additions

Approve with /evolve apply

Troubleshooting openclaw capability evolver agent

1. Unbounded capability growth — set a maximum capability scope boundary

2. Always review before applying — evolved capabilities can be unpredictable

Compatibility & status

Works with: Linux, macOS; OpenClaw ≥1.2 advanced Last updated: Oct 2025 ★ 295 on GitHub MIT

Official docs →

View on GitHub →

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Every static capability ceiling is a recurring failure your agent accepts. Install before the next task type exposes a gap you can't fill manually.

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