agentdescent SKILL.md skillA
This file is byte-identical to the first copy the registry indexed. Same content hash, so the same checks give both the same grade.
agentdescent from thinkflowlab/agentdescent is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.
mdr add thinkflowlab/agentdescent/agentdescent@git:20261107.e56078dPins git:20261107.e56078d in mdr.lock. Pin the fingerprint instead.
- Audit grade
- A, 17 of 17 checks passed
- Kind
- SKILL.md skill
- Repository
- thinkflowlab/agentdescent
- Path
integrations/claude-code/skills/agentdescent/SKILL.md- Versions recorded
- 5
- Latest version
- git:20261107.e56078d, committed Nov 7, 2026
- First version recorded
- Nov 5, 2026
- Size
- 25,135 bytes
- Repository stars
- 203
- License
- MIT
Improve a SKILL.md, agent definition, system prompt, small codebase or host plugin by measuring it against examples and evolving it, rather than rewriting it by hand and hoping. Use whenever the user asks to improve, fix, tune, optimise, "train" or get better results out of one of those -- including when they have no test cases yet, because drafting cases for them to check is step one of the procedure, not a prerequisite for it. AgentDescent runs the edits in parallel and keeps only those that…
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
# AgentDescent You have tools (MCP server `agentdescent`) or, without MCP, the `agentdescent` command with the same verbs. A run is an evolution: N workers propose edits in parallel, a merger keeps the ones that improve held-out reward, and nothing is written back until the user says so. **Path A only by default.** The MCP server exposes doctor → plan → start → status/show → apply (plus cancel/resume, diagnose, list/describe/algorithm_spec). Do not reach for audit_*, release, platform, experience, or other satellites unless the user asked and the server was started with `--advanced` / `AGENTDESCENT_MCP_ADVANCED=1`. See docs/mcp-path-a.md. ## The procedure 1. **`doctor` first.** Report what is missing (worker agent CLI, provider key, container engine). Stop if there is no worker agent for a directory kind. It also reports the AgentDescent `version` and the interpreter (`executable`) this server runs. When results differ from the user's shell (a verb missing, a different key set), compare it with `agentdescent doctor` there: your host may have started a different install. 2. **Establish the four things a spec needs**: `target`, `data`, `score`, `agent`. …
Read the whole file at its exact version.
How to install
mdr add thinkflowlab/agentdescent/agentdescent@sha256:a98a0ddf4ae907d3The line at the top of this page pins the label git:20261107.e56078d, 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.
[](https://markdownregistry.com/a/art_vwtvvy545hfwaemx)
3 badge image fetches in 30 days. What the badge shows.
Versions
The registry has recorded 5 versions of this file, between Nov 5, 2026 and Nov 7, 2026, more than one a day.
| version | committed | commit | size | audit | |
|---|---|---|---|---|---|
| git:20261107.e56078d latest | 2026-11-07 | e56078d | 25,135 B | A | view · diff |
| git:20261107.ed01ddc | 2026-11-07 | ed01ddc | 25,011 B | A | view · diff |
| git:20261106.4988445 | 2026-11-06 | 4988445 | 24,868 B | A | view · diff |
| git:20261106.e510e07 | 2026-11-06 | e510e07 | 24,532 B | A | view · diff |
| git:20261105.4c0515b | 2026-11-05 | 4c0515b | 24,165 B | A | view |
Audit of the latest version
- pass: Frontmatter block present
- pass: Frontmatter declares a name
- pass: Frontmatter declares a description
- pass: Size between 200 bytes and 200 KB (25135 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
thinkflowlab/agentdescent · 203 stars · license MIT · pushed 2026-11-07 · branch main
API
GET https://markdownregistry.com/api/v1/artifacts/art_vwtvvy545hfwaemx GET https://markdownregistry.com/api/v1/resolve?ref=thinkflowlab/agentdescent/agentdescent GET https://markdownregistry.com/api/v1/blob/a98a0ddf4ae907d3ab742e430c957ae56b5e98391958ece5c2c0e95c0a4473e0
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: the SKILL.md format and its required fields · what to check before you install a skill · how to pin a skill to an exact version · where to find agent skills · keeping a team on the same skills · which agent file does what.
More from thinkflowlab/agentdescent
Every file in thinkflowlab/agentdescent