By AgentToolkit

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…

AgentToolkit/altk-evolve

Read a normalized Claude Code trajectory JSON and write an episodic summary page to wiki-twobatch/summaries/.

AgentToolkit/altk-evolve

Read a normalized Claude Code trajectory JSON and produce a wiki-resident SKILL.md page that future agents can invoke.

AgentToolkit/altk-evolve

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.

AgentToolkit/altk-evolve

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

AgentToolkit/altk-evolve

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

AgentToolkit/altk-evolve

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…

AgentToolkit/altk-evolve

Apply data-retention rules to the local evolve store — flag or delete stale and unused memories and expired sessions (dry-run by default)

AgentToolkit/altk-evolve

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

AgentToolkit/altk-evolve

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

AgentToolkit/altk-evolve

Diagnose evolve health on Claude — verify the CLAUDE.md @import is actually loading the thin EVOLVE.md into sessions

AgentToolkit/altk-evolve

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

AgentToolkit/altk-evolve

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

AgentToolkit/altk-evolve

Read all atomic guidelines in wiki-twobatch/guidelines/ and propose themed clusters that group near-duplicates.

AgentToolkit/altk-evolve

Discover task families across summaries and write per-family comparison pages with findings narrative.

AgentToolkit/altk-evolve

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

AgentToolkit/altk-evolve