agent-wiki-compare-outcomes SKILL.md skillA
agent-wiki-compare-outcomes from agenttoolkit/altk-evolve is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.
mdr add agenttoolkit/altk-evolve/agent-wiki-compare-outcomes@git:20260921.bc25f93Pins git:20260921.bc25f93 in mdr.lock. Pin the fingerprint instead.
- Audit grade
- A, 17 of 17 checks passed
- Kind
- SKILL.md skill
- Repository
- agenttoolkit/altk-evolve
- Path
explorations/agent-wiki/skills/agent-wiki-compare-outcomes/SKILL.md- Versions recorded
- 1
- Latest version
- git:20260921.bc25f93, committed Sep 21, 2026
- Size
- 6,616 bytes
- Repository stars
- 136
- License
- Apache-2.0
Compare successful and failed normalized agent trajectories to derive evidence-backed agent-wiki guidelines. Use when Codex has multiple runs for the same or similar task, evaluator outcomes, failed/successful variants, benchmark trajectories, or wants to learn rules from contrasts rather than from one trajectory alone.
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
# Agent Wiki — Compare Outcomes ## Overview Use this pass after summarize/extract/synthesize when there are multiple trajectories that can be judged as successful or failed. It can judge outcomes with an LLM from the normalized transcript, so it does not need to depend on benchmark-specific success/failure labels. It derives **contrastive guidelines**: rules that are supported by a failed path, a successful path, and concrete evidence from task wording, tool/API documentation, tool/API calls, transcript evidence, optional failure snippets, and optionally an LLM success/failure judgment. This pass exists to avoid hand-authored domain knowledge. Do not write a rule just because you know the benchmark or application. Write a rule only when the input trajectories contain the evidence. ## Workflow ### Step 1: Build an Evidence Pack Run the bundled script over normalized trajectory JSON files: ```bash uv run python explorations/agent-wiki/skills/agent-wiki-compare-outcomes/scripts/compare_outcomes.py \ --input <normalized-dir-or-json> \ --out-json <analysis.json> \ --out-md <analysis.md> \ --judge-outcomes always ``` …
Read the whole file at its exact version.
How to install
mdr add agenttoolkit/altk-evolve/agent-wiki-compare-outcomes@sha256:93894472b8c65463The line at the top of this page pins the label git:20260921.bc25f93, 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_qwsl46qczq32gbxa)
4 badge image fetches in 30 days. What the badge shows.
Versions
The registry has recorded 1 version of this file, committed on Sep 21, 2026.
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 (6616 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
agenttoolkit/altk-evolve · 136 stars · license Apache-2.0 · pushed 2026-11-06 · branch main
API
GET https://markdownregistry.com/api/v1/artifacts/art_qwsl46qczq32gbxa GET https://markdownregistry.com/api/v1/resolve?ref=agenttoolkit/altk-evolve/agent-wiki-compare-outcomes GET https://markdownregistry.com/api/v1/blob/93894472b8c65463e8300b31a56e2374d1162550c777c4c4ccaf6766f668cad8
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.