aide-model-task-recommender SKILL.md skillA
aide-model-task-recommender from anonymousnomad/aide-sovereign-workbench is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.
mdr add anonymousnomad/aide-sovereign-workbench/aide-model-task-recommender@git:20260823.df7cbdePins git:20260823.df7cbde in mdr.lock. Pin the fingerprint instead.
- Audit grade
- A, 17 of 17 checks passed
- Kind
- SKILL.md skill
- Repository
- anonymousnomad/aide-sovereign-workbench
- Path
skills/packs/aide-model-task-recommender/SKILL.md- Versions recorded
- 1
- Latest version
- git:20260823.df7cbde, committed Aug 23, 2026
- Size
- 7,588 bytes
- Repository stars
- 53
- License
- Apache-2.0
SOP for AIDE's per-task model recommendation engine — mapping Hugging Face GGUF models to task suitability (coding / planning-chat / utility) using Hub API metadata (pipeline_tag, library=gguf, num_parameters ranges), merging with on-device fit verdicts (M2) and measured benchmarks (llama-bench lane), producing the ranked "recommended for YOUR machine + YOUR task" lists in the hub UI. Use when building the recommender service, designing the task taxonomy, wiring hub starter grids, or debugging…
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 Task Recommender — "the right model for your task, on your machine" ## What we are doing When a user opens the hub or asks "what should I use for coding?", AIDE returns a short ranked list of GGUF models that (1) FIT comfortably on their hardware, (2) are SUITED to the task family, (3) ideally have MEASURED tok/s from the benchmark lane. This is the differentiator vs Ollama's flat list and PocketPal's generic size tiers. ## Research base (verified 2026-08-24) 1. HF Hub REST API (huggingface.co/docs/hub/main/en/api + /.well-known/openapi.json): `GET https://huggingface.co/api/models?library=gguf&pipeline_tag=X&sort=downloads&limit=N` — public, no auth; supports `filter` (tags), `author`, `search`, `num_parameters` range syntax (`min:1B,max:8B`), `gated`, `inference_provider`. Model info endpoint with `expand` params; `siblings` = file list (find *.gguf filenames); OpenAPI spec is machine-readable and always current. 2. HF GGUF docs: `hf.co/models?library=gguf` browsing; @huggingface/gguf JS parser can read GGUF metadata from REMOTE URLs (header-only) — lets us pre-validate architecture/params before recommending a download. …
Read the whole file at its exact version.
How to install
mdr add anonymousnomad/aide-sovereign-workbench/aide-model-task-recommender@sha256:e9b65df1e373290aThe line at the top of this page pins the label git:20260823.df7cbde, 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_32745z4kalrfs4v4)
4 badge image fetches in 30 days. What the badge shows.
Versions
The registry has recorded 1 version of this file, committed on Aug 23, 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 (7588 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
anonymousnomad/aide-sovereign-workbench · 53 stars · license Apache-2.0 · pushed 2026-10-26 · branch covert-production
API
GET https://markdownregistry.com/api/v1/artifacts/art_32745z4kalrfs4v4 GET https://markdownregistry.com/api/v1/resolve?ref=anonymousnomad/aide-sovereign-workbench/aide-model-task-recommender GET https://markdownregistry.com/api/v1/blob/e9b65df1e373290a2f4160269953105ab494b865618f8689c7b43376d80bb837
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.