model-profiler SKILL.md skillA
model-profiler from heretyc/subagent-mcp is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.
mdr add heretyc/subagent-mcp/model-profiler@v3.1.0Pins v3.1.0 in mdr.lock. Pin the fingerprint instead.
- Audit grade
- A, 17 of 17 checks passed
- Kind
- SKILL.md skill
- Repository
- heretyc/subagent-mcp
- Path
skills/model-profiler/SKILL.md- Versions recorded
- 5
- Latest version
- v3.1.0, committed Aug 13, 2026
- First version recorded
- Jun 15, 2026
- Size
- 16,589 bytes
- Repository stars
- 3
- License
- Apache-2.0
Impartially PROFILE the cross-provider sub-agent fleet against the FIXED 14 work-categories (directly benchmarked parents + 4 composite-inferred) whenever a new model ships (or on demand). Discover every model published in the recent window by the in-scope provider families, gather ALL public benchmark scores + statistics, map them onto the directly benchmarked parent categories (composites composed from parents, never directly benchmarked), then JUDGE each model+effort pairing into…
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
# Model Profiler Impartially profile the sub-agent fleet against the **FIXED 14 work-categories** (directly benchmarked parents + 4 composite-inferred) when a new model ships (or on demand). The skill is the **impartial judge of all models**: it discovers the models, gathers their public benchmarks, and ranks each model+effort pairing per category : it does **not** decide what the categories are. **Input** = the profiling scope (in-scope provider families + recent window) confirmed in Phase 0 or supplied by the standing repository profile when its exact trigger matches. **Output** = EXACTLY 3 persisted artifacts (`src/routing-table.json`, `src/routing-table-audit.json`, `research-seed-sites.json`); nothing else persists. See the Output Contract below. This SKILL.md is the index : load only the current phase's detail leaf, never all of them. Each md file stays <=200 lines (AGENTS.md cap). ## Required Runner (read first) **Run ONLY on the highest available flagship model the operating provider offers (whatever that currently is), at its highest OR second-highest effort setting** (i.e. a top-tier …
Read the whole file at its exact version.
How to install
mdr add heretyc/subagent-mcp/model-profiler@sha256:b3f57c2698214bfeThe line at the top of this page pins the label v3.1.0, 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_llefhiltotufmyof)
1 badge image fetches in 30 days. What the badge shows.
Versions
The registry has recorded 5 versions of this file, between Jun 15, 2026 and Aug 13, 2026, about one every 15 days.
| version | committed | commit | size | audit | |
|---|---|---|---|---|---|
| v3.1.0 latest | 2026-08-13 | 03ea4f0 | 16,589 B | A | view · diff |
| v3.1.0 | 2026-07-10 | beeacaa | 18,215 B | A | view · diff |
| v3.1.0 | 2026-07-02 | 2c9b1f8 | 18,281 B | A | view · diff |
| v3.1.0 | 2026-06-16 | 5bbd33c | 18,003 B | A | view · diff |
| v3.0.0 | 2026-06-15 | 4e861e2 | 16,425 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 (16589 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
heretyc/subagent-mcp · 3 stars · license Apache-2.0 · pushed 2026-11-06 · branch main
API
GET https://markdownregistry.com/api/v1/artifacts/art_llefhiltotufmyof GET https://markdownregistry.com/api/v1/resolve?ref=heretyc/subagent-mcp/model-profiler GET https://markdownregistry.com/api/v1/blob/b3f57c2698214bfee1ea6984641bab98f803cc4da1e785186197c502d2130522
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.