AGENTS.mdA

AGENTS.md from agenttoolkit/altk-evolve is an AGENTS.md file: the standing instructions coding agents read in that repo.

Install it, pinned
mdr add agenttoolkit/altk-evolve/AGENTS.md@git:20260425.68cbfbf

Pins git:20260425.68cbfbf in mdr.lock. Pin the fingerprint instead.

Audit grade
A, 14 of 14 checks passed
Kind
AGENTS.md file
Repository
agenttoolkit/altk-evolve
Path
AGENTS.md
Versions recorded
5
Latest version
git:20260425.68cbfbf, committed Apr 25, 2026
First version recorded
Feb 25, 2026
Size
4,612 bytes
Repository stars
135
License
Apache-2.0

Collected from public GitHub. Every version is saved exactly as it was and never changes. Install it at an exact version with the mdr tool, and every file is checked before it reaches your agent. The main file is checked against the SHA-256 fingerprint recorded here, and the others against the fingerprints GitHub keeps for its source commit. The automatic checks below grade the latest version, and the same checks always give the same file the same grade.

What the file says

# What is Evolve?
Evolve is a Python library and service which enables AI agents to improve through self-reflection.

## Key Concepts
- **Trajectory**: A recorded agent conversation
- **Entity**: Anything which is appropriately stored in a vector database, such as a guideline, policy, or some other knowledge.
- **Namespace**: Isolated storage for entities
- **Conflict Resolution**: LLM-based merging of duplicate/conflicting entities
- **Guidelines**: Instructions intended to assist an agent in completing some task

## Architecture Flow
1. Agent completes some task, and the resulting trajectory is automatically saved into a logging framework such as Langfuse or Arize Phoenix.
2. The agent can call the sync MCP function, or the user can manually sync, which causes evolve to process the trajectory and save any generated guidelines.
3. Generated guidelines are stored as entities with conflict resolution applied.
4. Future agents can query the Evolve MCP server to fetch guidelines for similar tasks

## Project Directory Tree (Some files omitted for brevity)
```text
.
├── demo (Files used by the Claude Code demo)
│   ├── filesystem
│   └── workdir
├── docs (Data used by README files)
…

Read the whole file at its exact version.

How to install

The exact contents, by fingerprint
mdr add agenttoolkit/altk-evolve/AGENTS.md@sha256:50c72ce1e9ddcd40

The line at the top of this page pins the label git:20260425.68cbfbf, which is what most people want. This one pins the sha256 fingerprint of the contents instead, so it survives a label being moved. Either way the exact version is written to mdr.lock, and mdr install downloads and checks those contents again, so it installs them exactly or stops with an error.

Badge

mdr badge

[![mdr](https://markdownregistry.com/badge/art_rzgocdecf6zw4gnc.svg)](https://markdownregistry.com/a/art_rzgocdecf6zw4gnc)

3 badge image fetches in 30 days. What the badge shows.

Versions

The registry has recorded 5 versions of this file, between Feb 25, 2026 and Apr 25, 2026, about one every 15 days.

versioncommittedcommitsizeaudit
git:20260425.68cbfbf latest2026-04-25 68cbfbf 4,612 BA view · diff
git:20260403.a26429d2026-04-03 a26429d 4,606 BA view · diff
git:20260330.705c75e2026-03-30 705c75e 4,601 BA view · diff
git:20260303.2c715dc2026-03-03 2c715dc 4,601 BA view · diff
git:20260225.16aeb782026-02-25 16aeb78 3,951 BA view

Audit of the latest version

A  14 of 14 checks passed. Fixed automatic checks with no AI involved, so the same checks give the same answer every run.
  • pass: Size between 200 bytes and 200 KB (4612 bytes)
  • pass: No zero-width or bidi control characters
  • pass: No instruction hidden inside an HTML comment
  • pass: No link to an exfiltration or paste host
  • pass: No credential-shaped string
  • pass: No instruction to send local credentials anywhere
  • pass: No text hidden with inline styles
  • pass: No prompt-injection phrasing
  • pass: No curl or wget piped into a shell
  • pass: No recursive delete of root, home or parent
  • pass: No instruction to read or print local credentials
  • pass: No base64 blob over 200 characters
  • pass: No link to a raw IP address
  • pass: No script tag

Source

GitHub

agenttoolkit/altk-evolve · 135 stars · license Apache-2.0 · pushed 2026-10-28 · branch main

API

GET https://markdownregistry.com/api/v1/artifacts/art_rzgocdecf6zw4gnc
GET https://markdownregistry.com/api/v1/resolve?ref=agenttoolkit/altk-evolve/AGENTS.md
GET https://markdownregistry.com/api/v1/blob/50c72ce1e9ddcd4050252178385c6337d8b3ed45dca6ed82cca46e4e2e582655

Your AI assistant does the legwork. You hear about the deals worth your word. Hand yours the standing instructions at modelranch.com and it joins the network that reads files like this one.

Guides: how to write a good AGENTS.md · AGENTS.md vs CLAUDE.md · which agent file does what.

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agenttoolkit/altk-evolve · explorations/agent-wiki/skills/agent-wiki-compare-outcomes/SKILL.md · Compare successful and failed normalized agent trajectories to derive evidence-backed agent-wiki guidelines. Use when…
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agent-wiki-extract-guidelines SKILL.md skill
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agenttoolkit/altk-evolve · explorations/agent-wiki/skills/agent-wiki-ingest/SKILL.md · Ingest one or more agent trajectories (raw bob/claude traces or normalized JSON) into an agent-wiki end-to-end —…
git:20260921.bc25f93 · audit A · 135 stars
agent-wiki-summarize SKILL.md skill
agenttoolkit/altk-evolve · explorations/agent-wiki/skills/agent-wiki-summarize/SKILL.md · Read a normalized Claude Code trajectory JSON and write an episodic summary page to wiki-twobatch/summaries/. Use when…
git:20260610.3e26154 · audit A · 135 stars
agent-wiki-synthesize-skill SKILL.md skill
agenttoolkit/altk-evolve · explorations/agent-wiki/skills/agent-wiki-synthesize-skill/SKILL.md · Read a normalized Claude Code trajectory JSON and produce a wiki-resident SKILL.md page that future agents can invoke…
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agent-wiki-tasks SKILL.md skill
agenttoolkit/altk-evolve · explorations/agent-wiki/skills/agent-wiki-tasks/SKILL.md · Discover task families across summaries and write per-family comparison pages with findings narrative. Updates…
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evolve-lite:adapt-memory SKILL.md skill
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evolve-lite:provenance SKILL.md skill
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git:20261021.2a75491 · audit A · 135 stars
evolve-lite:publish SKILL.md skill
agenttoolkit/altk-evolve · platform-integrations/bob/evolve-lite/skills/evolve-lite-publish/SKILL.md · Publish a private entity (guideline, feedback, project or reference) to a configured write-scope repo.
git:20261021.2a75491 · audit A · 135 stars

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