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Self improving agents through iterations

Subagents92 stars11 forksPythonApache-2.0Updated today
ClaudeWave Trust Score
87/100
Trusted
Passed
  • Open-source license (Apache-2.0)
  • Actively maintained (<30d)
  • Clear description
  • Topics declared
Last scanned: 6/11/2026
Install as a Claude Code subagent
Method: Clone
Terminal
git clone https://github.com/AgentToolkit/altk-evolve && cp altk-evolve/*.md ~/.claude/agents/
1. Clone the repository and copy the agent .md definitions into ~/.claude/agents (or .claude/agents inside a project).
2. Start a new Claude Code session to load the agents.
3. Delegate work to them with the Task/Agent tool or by name.

24 items in this repository

Read all atomic guidelines in wiki-twobatch/guidelines/ and propose themed clusters that group near-duplicates. Writes cluster pages and updates _config.yaml; originals are preserved with a `superseded_by:` backref.

Install

Consult an agent-wiki for guidelines relevant to the task at hand. The wiki itself documents how to retrieve from it (AGENTS.md). Use this skill once you know what task or sub-task you're about to do — not at session start.

Install

Read a normalized Claude Code trajectory JSON and extract reusable guidelines into wiki-twobatch/guidelines/. Use when mining saved trajectories for reusable lessons.

Install

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, consolidate into clusters, and catalog. Use when you have a batch of traces to turn into a wiki in one pass.

Install

Read a normalized Claude Code trajectory JSON and write an episodic summary page to wiki-twobatch/summaries/. Use when summarizing one or more saved trajectories into the agent wiki.

Install

Read a normalized Claude Code trajectory JSON and produce a wiki-resident SKILL.md page that future agents can invoke. Use when a trajectory captured a non-trivial successful workflow worth promoting from a free-text guideline to an executable, callable artifact.

Install

Discover task families across summaries and write per-family comparison pages with findings narrative. Updates wiki-twobatch/_config.yaml task definitions and writes tasks/<slug>__task.md.

Install

Must be used near the end of any non-trivial turn that produced potentially reusable tools, guidance, errors, workarounds, or workflows, so those lessons are saved for future turns.

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Analyze saved trajectories and recall audit events offline to record whether recalled guidelines influenced completed sessions.

Install

Publish a private guideline to a configured write-scope repo.

Install

Must be used at the start of any non-trivial task involving code changes, debugging, repo exploration, file inspection, or environment/tooling investigation to surface stored guidance before analysis or tool use.

Install

Save the current conversation as a trajectory JSON file in OpenAI chat completion format for analysis and fine-tuning

Install

Captures the current session's successful workflow and saves it as a reusable skill with SKILL.md and helper scripts

Install

Add a shared guidelines repo (read-scope subscription or write-scope publish target) to the unified repos list.

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Pull the latest guidelines from every configured repo (read- and write-scope).

Install

Remove a repo from the unified repos list and delete its local clone.

Install
learnSkill

Must be used near the end of any non-trivial turn that produced potentially reusable tools, guidance, errors, workarounds, or workflows, so those lessons are saved for future turns.

Install

Analyze saved trajectories and recall audit events offline to record whether recalled guidelines influenced completed sessions.

Install
publishSkill

Publish a private guideline to a configured write-scope repo.

Install
recallSkill

Must be used at the start of any non-trivial task involving code changes, debugging, repo exploration, file inspection, or environment/tooling investigation to surface stored guidance before analysis or tool use.

Install

Save the current conversation as a trajectory JSON file in OpenAI chat completion format for analysis and fine-tuning

Install
saveSkill

Captures the current session's successful workflow and saves it as a reusable skill with SKILL.md and helper scripts

Install

Add a shared guidelines repo (read-scope subscription or write-scope publish target) to the unified repos list.

Install
syncSkill

Pull the latest guidelines from every configured repo (read- and write-scope).

Install
Use cases

Subagents overview

README preview not available. Visit the repo on GitHub for full documentation.
agent-learningagent-memoryagentic-workflowsai-agentsclaude-codeclaude-code-pluginclaude-code-pluginscodexcontext-managementepisodic-memoryllmmcpmemorymodel-context-protocolobservabilityself-evolutionself-learning-aitrajectoryvector-database

What people ask about altk-evolve

What is AgentToolkit/altk-evolve?

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AgentToolkit/altk-evolve is subagents for the Claude AI ecosystem. Self improving agents through iterations It has 92 GitHub stars and was last updated today.

How do I install altk-evolve?

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You can install altk-evolve by cloning the repository (https://github.com/AgentToolkit/altk-evolve) or following the README instructions on GitHub. ClaudeWave also provides quick install blocks on this page.

Is AgentToolkit/altk-evolve safe to use?

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Our security agent has analyzed AgentToolkit/altk-evolve and assigned a Trust Score of 87/100 (tier: Trusted). See the full breakdown of passed checks and flags on this page.

Who maintains AgentToolkit/altk-evolve?

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AgentToolkit/altk-evolve is maintained by AgentToolkit. The last recorded GitHub activity is from today, with 50 open issues.

Are there alternatives to altk-evolve?

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Yes. On ClaudeWave you can browse similar subagents at /categories/agents, sorted by popularity or recent activity.

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