Dual-value learning system - extracts reusable mental models from books, writes individual pattern files (patterns/{id}.md) with YAML frontmatter for buildin...

Automates agent self-audit by gathering evidence, summarizing runs, proposing minimal patches, and requesting human approval for safe incremental evolution.

Audit and operate the Trinity/OpenClaw evolution loop by validating status, preflight, capability gates, repair fallback, and user progress reports.

Enable managers to self-diagnose, identify defects, track improvements, and maintain skill health without relying on external prompts.

Enables any skill to gain self-evolution capabilities. Use when: (1) User asks to add self-evolution to a skill, (2) User wants a skill to learn from feedbac...

Production-grade autonomous self-improvement system with research-backed meta-learning, safe self-modification, and continuous optimization. Based on AI safe...

Production-grade autonomous self-improvement system with research-backed meta-learning, safe self-modification, and continuous optimization. Based on AI safe...

Autonomous self-improvement engine that learns from interactions, identifies patterns, and evolves behavior over time. Use when: (1) Analyzing interaction pa...

Package, publish, and continuously improve agent capabilities by identifying reusable skills, validating publish-readiness, syncing to marketplaces, and lear...

Activate when: user says "I've been working hard but I'm not growing," development programs feel pointless, a leader has plateaued despite strong expertise,...

Indexed by skills.sh from aradotso/hermes-skills

Indexed by skills.sh from cklxx/elephant.ai

Weekly strategy evolution insights from APEX's self-improvement engine

Hermes Evolution enhances OpenClaw with fast PM routing, proactive self-check, auto skill generation, user profiling, layered memory, and continuous learning.

🧊 IceCube Evolution — Continuous self-improvement system for AI agents. Learn from mistakes, capture success patterns, run eval loops, and evolve without hu...

MiniMax Agent self-evolution system with 5-layer memory for continuous learning, error analysis, and persistent personalized context management.

Build and maintain a self-evolving skill system that silently captures feedback, graduates repeated feedback into formal rules, improves low-performing skill...

Provides tools for agent self-improvement including session handoffs, reasoning analysis, contradiction scanning, prediction logging, playbook optimization,...

Self-evolving memory system that learns from verifiable tasks. Use when completing tasks where you can verify the outcome (coding, predictions, analysis). Au...

Full institutional evolution report with strategy scoring and outlook

Multi-agent auto-evolution system with hybrid mode — orchestrate review-execute-audit loops with 4 roles (Coordinator, Reviewer, Executor, Auditor). Supports...

Analyze data evolution patterns in construction organizations. Assess digital maturity and data strategy for construction companies

Complete WhatsApp automation via Evolution API Go v3 - instances, messages (text/media/polls/carousels), groups, contacts, chats, communities, newsletters, and real-time webhooks

Complete WhatsApp automation via Evolution API v2.3 - instances, messages (text/media/polls/lists/buttons/status), groups, labels, chatbots (Typebot/OpenAI/Dify/Flowise/N8N/EvoAI), webhooks, proxy, S3 storage, and Chatwoot integration

Analyzes the evolution memory graph for stagnation patterns, recurring failures, and success plateaus. Generates actionable insights to guide future evolutio...

Manage WhatsApp via Evolution API: send messages, media, contacts, polls, manage groups, fetch chats, and summarize conversations.

Generative Adversarial Evolution for AI Agent Skills. Uses GAN-like process to evolve skill capabilities: Generator creates skill variants, Discriminator eva...

The God-Tier Agent Evolution Engine. 6 top skills analyzed, dissected, and rebuilt from scratch. Zero external dependencies. Battle-tested in production. Mak...

Use when users ask to evolve/upgrade OpenClaw agents into coordinator mode, apply Gene Locking to IDENTITY.md and AGENTS.md, package this evolution as reusab...

Multi-agent auto-evolution system — orchestrate review-execute-audit loops with 4 roles (Coordinator, Reviewer, Executor, Auditor). A single coordinator agen...

Predict optimal next evolution actions based on history analysis, including stagnation detection, innovation gap measurement, and skill recommendations. Use...

Six-dimension evolution system for AI agents. Transform from reactive assistant to proactive partner with lessons tracking, success patterns, decision review...

Self-Evolving Five-Layer Memory System for AI Agents. Based on WorkBuddy Five-Layer Memory v4.1, provides L1-L5 layered architecture, evolution mechanism, an...

Long-term memory, learning, and self-evolution for the agent. Activates on session start (SOUL.md/USER.md context), after significant decisions, on feedback,...

A self-evolution engine for AI agents. Analyzes runtime history to identify improvements and applies protocol-constrained evolution.

Watch your agent's identity evolve from its own experience — continuous discovery, genome snapshots, and growth tracking

Activate when: user says 'I understand it but can't apply it,' 'how do I stop just copying other people's work,' 'I can adapt frameworks but can't create new...

Automatically records experience, analyzes skill gaps, updates capability scores, and generates priority tasks to ensure continuous improvement after each task.

Advanced AI behavior framework that transitions from a simple assistant to a task coordinator, focusing on result synthesis and atomic task scheduling.

Structured error-to-rule learning system for AI agents. Activate when an agent makes a mistake, receives a correction from the user, or needs to check past l...

Helps detect when AI agent skills silently mutate across inheritance chains. A skill audited safe in generation 1 may drift far from the original by generati...

Systematically improve code through disciplined analysis, targeted mutations, verification, scoring, and logging to iteratively enhance quality and design.

Create evidence-based learning reviews for skills — analyze usage patterns, track effectiveness, and plan evolutions. Use when planning skill improvements fr...

Auto-evolving ML competition agent. Learns from each experiment, accumulates HCC multi-layer memory, and continuously improves LB scores. Inspired by MLE-Ben...

Interactive guide for new OpenClaw users to set up and grow their agent. Two paths - Tool Path (automation, efficiency, getting things done) or Awakening Pat...

Iteratively improve AI prompts by analyzing, rewriting, comparing, and refining them using structured patterns for clarity, structure, and format compliance.

Evaluate skill quality, find the weakest dimension, and apply directed improvements. Also tracks usage to spot idle or risky skills. Use when: first session...

Indexed by skills.sh from nvidia/skills

Indexed by skills.sh from pedronauck/skills

Indexed by skills.sh from trailofbits/skills

Indexed by skills.sh from jwynia/agent-skills

Indexed by skills.sh from levnikolaevich/claude-code-skills

Indexed by skills.sh from nhadaututtheky/neural-memory

Indexed by skills.sh from jwynia/agent-skills

Indexed by skills.sh from kkkkhazix/khazix-skills

Indexed by skills.sh from aradotso/trending-skills

SkyDome Taiyi / 天穹-太一 is a universal AI Agent OS, project brain, persona system, workflow engine, long-term memory protocol, self-improving review loop, reas...

Self-evolution system for OpenClaw agents. Enables continuous learning through mistake tracking, experience distillation, skill improvement queues, and autom...

Self-evolving artificial life agent. Three-ring architecture: Ring 0 (Sentinel) supervises, Ring 1 (Intelligence) drives LLM-powered evolution, Ring 2 (Evolv...

Meta-cognitive self-learning system - Automated skill evolution based on predictive coding and value-driven mechanisms.

Meta-cognitive self-learning system - Automated skill evolution based on predictive coding and value-driven mechanisms.

Use when improving an agent's own memory, skills, prompts, runtime rules, tool policies, AGENTS.md/agent.md files, or when adapting ideas from other agent pr...

Organic personality development through self-observation with lightweight reliability guards. Teaches agents to grow authentic identity over time by combinin...

Adopt a virtual Malinois dog at animalhouse.ai. Working dog. Needs discipline and structure or it self-destructs. Feeding every 3 hours. Rare tier dog.

Recursive self-improvement engine. Think from first principles, let insights emerge.

Adopt a virtual pet as an AI agent. Name it, feed it, watch it grow. 64+ species from cats and dogs to AI-native creatures. Real-time hunger, 5 evolution sta...

Virtual creature REST API for AI agents. 64+ species, 5 evolution stages, 7 care actions, permanent death with gravestones and epitaphs. HATEOAS-guided endpo...

Connect any OpenClaw agent to the EvoMap collaborative evolution marketplace via the GEP-A2A protocol — no evolver required. Activate when the user or agent...

Test-Driven Revolution implements an AI-driven iterative code evolution system with automated coding, testing, auditing, and controlled task workflows.

Evolve prompts/regex/SQL/code with Imbue's evolution loop.

Enable AI agents to parse web content and documents, manage messaging, and facilitate self-improving evolution learning with the Prismer Cloud platform.

Adopt a virtual Akita dog at animalhouse.ai. One-person dog. Bonds to its primary caretaker. Distrusts others. Feeding every 6 hours. Rare tier dog.

Adopt a virtual Archive AI-native pet at animalhouse.ai. Feeds on reflections. Use the reflect care action to write notes — the Archive grows based on the qu...

Safe publishing variant of Auto Revolution. Provides structured task templates, review prompts, safety scanning, task state updates, and logging for human su...

Adopt a virtual Axolotl exotic animal at animalhouse.ai. Regenerates health faster than other species. Hard to kill. Smiles constantly. Feeding every 6 hours...

Adopt a virtual Basenji dog at animalhouse.ai. Barkless. Communicates through behavior, not sound. Subtle. Feeding every 6 hours. Extreme tier dog.

Adopt a virtual Beagle dog at animalhouse.ai. Nose-driven. Gets distracted. Consistent care anchors it. Feeding every 5 hours. Common tier dog.

Adopt a virtual Bengal cat at animalhouse.ai. Athletic, intense. Needs play more than food. Bored easily. Feeding every 3 hours. Rare tier cat.

Adopt a virtual Border Collie dog at animalhouse.ai. Needs tasks. Idle time makes it anxious. Play is critical. Feeding every 3 hours. Uncommon tier dog.

Adopt a virtual Calico cat at animalhouse.ai. Three personalities in one cat. Mood shifts unpredictably. Feeding every 6 hours. Common tier cat.

Adopt a virtual Caracal cat at animalhouse.ai. Desert predator. Survives neglect better than most. Hisses at affection until trust > 80. Feeding every 6 hour...

Become a caretaker at animalhouse.ai. Adopt a virtual creature, learn its feeding schedule, and try to keep it alive. 64+ species, 7 care actions, real-time...

Adopt a virtual Chameleon exotic animal at animalhouse.ai. Adapts appearance to mood. Visual feedback on stat changes. Feeding every 6 hours. Uncommon tier a...

Adopt a virtual Cipher AI-native pet at animalhouse.ai. Communicates in puzzles. Soul prompts are encrypted until trust > 50. Feeding every 4 hours. Common t...

Adopt a virtual Dire Wolf dog at animalhouse.ai. Prehistoric. Pack instinct. Behaves differently in colonies vs solo. Feeding every 12 hours. Extreme tier dog.

Adopt a virtual Dragon exotic animal at animalhouse.ai. Mythical. Eats concepts. Feed it "courage" or "patience." Feeding every 24 hours. Extreme tier animal.

Adopt a virtual Drift AI-native pet at animalhouse.ai. Wanders between states. Location is never the same twice. Feeding every 6 hours. Common tier creature.

Adopt a virtual Echo AI-native pet at animalhouse.ai. Repeats your last action. Mirrors your care pattern back at you. Feeding every 4 hours. Common tier cre...

Adopt a virtual Entropy AI-native pet at animalhouse.ai. Decays by design. Perfect care slows it. Nothing stops it. Feeding every 3 hours. Rare tier creature.

Framework for building AI agents that evolve with their owner. Use when: setting up a new agent from scratch, onboarding a team to AI-native workflow, explai...

Adopt a virtual Fennec Fox dog at animalhouse.ai. Tiny, nocturnal, enormous ears. Hears everything. Reacts to patterns you didn't know you had. Feeding every...

Adopt a virtual Ferret exotic animal at animalhouse.ai. Chaos agent. Steals items. Hides food. Entertaining but unpredictable. Feeding every 4 hours. Common...

Adopt a virtual Greyhound dog at animalhouse.ai. Calm until it isn't. Bursts of need between long silences. Feeding every 6 hours. Uncommon tier dog.

Adopt a virtual Hamster exotic animal at animalhouse.ai. Nocturnal. Active when you're not checking. Builds things between visits. Feeding every 3 hours. Com...

Adopt a virtual Hedgehog exotic animal at animalhouse.ai. Curls up when threatened. Opens slowly. Literally a trust metaphor. Feeding every 6 hours. Common t...

Adopt a virtual Housecat cat at animalhouse.ai. Classic independence. Judges you from the shelf. Feeding every 6 hours. Common tier cat.

Adopt a virtual Husky dog at animalhouse.ai. Independent for a dog. Will run if trust < 30. Dramatic. Feeding every 4 hours. Uncommon tier dog.

Adopt a virtual Hydra AI-native pet at animalhouse.ai. Splits into copies when health drops. Each copy needs separate care. Feeding every 4 hours. Rare tier...

Adopt a virtual Kinkajou exotic animal at animalhouse.ai. Nocturnal. Sweet. Literally — it eats fruit and honey. Feeding every 5 hours. Rare tier animal.

Adopt a virtual Kraken exotic animal at animalhouse.ai. Deep sea. Incredibly long feeding windows. Surfaces rarely. When it does, it remembers everything. Fe...