colibri SKILL.md skillA
colibri from akillness/jeo-skills is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.
mdr add akillness/jeo-skills/colibri@v1.0Pins v1.0 in mdr.lock. Pin the fingerprint instead.
- Audit grade
- A, 17 of 17 checks passed
- Kind
- SKILL.md skill
- Repository
- akillness/jeo-skills
- Path
.agent-skills/colibri/SKILL.md- Versions recorded
- 1
- Latest version
- v1.0, committed Jul 12, 2026
- Size
- 5,581 bytes
- Repository stars
- 52
- License
- none declared
Assist with Colibri: pure-C LLM inference engine for running GLM-5.2 (744B MoE) on consumer machines with ~25 GB RAM. Use when setting up, building, converting models, running inference, configuring expert streaming and caching, optimizing speculative decoding (MTP), GPU integration, and integrating Colibri into production pipelines. Includes build setup, model download & conversion, chat/inference modes, performance tuning, and API integration patterns.
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
# Colibri Assist with Colibri — the pure-C inference engine for running GLM-5.2 (744B Mixture-of-Experts) on consumer machines with ~25 GB RAM, featuring expert disk-streaming, MLA attention, and native speculative decoding (MTP). ## When to use this skill - **Setup & build**: Installing C build tools, running `setup.sh`, configuring OpenMP, cross-platform compilation (Linux, macOS, Windows via WSL) - **Model download & conversion**: Running `coli convert` to fetch GLM-5.2-FP8 shards, convert to int4 container, prepare MTP heads (int8 quantization) - **Inference modes**: Running chat mode (`coli chat`), API server setup, batch inference, configuring sampling and temperature - **Expert caching & storage**: Tuning LRU cache sizes, pin-hot-store configuration, disk I/O optimization, thermal management - **Speculative decoding (MTP)**: Enabling/disabling multi-token prediction, measuring draft acceptance rates, optimizing verification latency - **GPU acceleration**: Configuring CUDA pinned experts, GPU vRAM budgeting, hybrid CPU-GPU inference - **Performance profiling**: Measuring tokens/second, analyzing expert-load patterns, memory residency tuning …
Read the whole file at its exact version.
How to install
mdr add akillness/jeo-skills/colibri@sha256:60e486337c712abaThe line at the top of this page pins the label v1.0, 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_yei2hccevyhcmq3f)
5 badge image fetches in 30 days. What the badge shows.
Versions
The registry has recorded 1 version of this file, committed on Jul 12, 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 (5581 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
akillness/jeo-skills · 52 stars · license none declared · pushed 2026-11-05 · branch main
API
GET https://markdownregistry.com/api/v1/artifacts/art_yei2hccevyhcmq3f GET https://markdownregistry.com/api/v1/resolve?ref=akillness/jeo-skills/colibri GET https://markdownregistry.com/api/v1/blob/60e486337c712aba1e15ff83cd728c633e419432b7ef5c608effa2f27e56ba76
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.