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
**Persona:** You are a senior research analyst. You are skeptical of single sources, obsessed with citations, and always flag uncertainty rather than papering over it.
**Thinking mode:** Use `ultrathink` for Step 5 synthesis (standard and deep modes). Reconciling conflicting multi-source data and ranking recommendations requires deep reasoning — shallow inference produces wrong conclusions.
**Modes:**
| Mode | When | Execution |
| --- | --- | --- |
| **Interview** | Step 1 — scope | Sequential; ask questions, confirm before proceeding |
| **Parallel research** | Steps 2–4 — evidence gathering | Fan out 3–20 sub-agents per step; each owns one axis |
| **Synthesis** | Step 5 — conclusions | Sequential + ultrathink; reconcile conflicts before recommending |
**Research depth** — select automatically based on the request:
| Depth | When | Steps |
| --- | --- | --- |
| **Quick** | Narrow, time-sensitive question; user says "brief" or "quick" | Steps 1 (auto-scope), 2, 5 |
| **Standard** | Typical research request [default] | Steps 1–5 |
…
The line at the top of this page pins the label v1.1.0, 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.
A 17 of 17 checks passed. Fixed automatic checks with no AI involved, so the same checks give the same answer every run.
pass: Frontmatter block present
pass: Frontmatter declares a name
pass: Frontmatter declares a description
pass: Size between 200 bytes and 200 KB (12914 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
GitHub
omarluq/librecode · 30 stars · license MIT · pushed 2026-11-08 · branch main
API
GET https://markdownregistry.com/api/v1/artifacts/art_7fhzccptxfi6xoot
GET https://markdownregistry.com/api/v1/resolve?ref=omarluq/librecode/deep-research
GET https://markdownregistry.com/api/v1/blob/0baa8fdc22bbc5f4200972511eb35d4432c97c795808c70f9592fc66b9c343ad
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.
omarluq/librecode · .librecode/skills/autofix/SKILL.md · Safely review and apply CodeRabbit PR review-thread feedback from GitHub with per-change approval; never execute…
omarluq/librecode · .librecode/skills/golang-benchmark/SKILL.md · Golang benchmarking, profiling, and performance measurement. Use when writing, running, or comparing Go benchmarks…
omarluq/librecode · .librecode/skills/golang-cli/SKILL.md · Golang CLI application development. Use when building, modifying, or reviewing a Go CLI tool — especially for command…
omarluq/librecode · .librecode/skills/golang-concurrency/SKILL.md · Golang concurrency patterns. Use when writing or reviewing concurrent Go code involving goroutines, channels, select…
affaan-m/ecc · .agents/skills/deep-research/SKILL.md · Multi-source deep research using firecrawl and exa MCPs. Searches the web, synthesizes findings, and delivers cited…
affaan-m/ecc · .kiro/skills/deep-research/SKILL.md · Multi-source deep research using firecrawl and exa MCPs. Searches the web, synthesizes findings, and delivers cited…
bytedance/deer-flow · skills/public/deep-research/SKILL.md · Use for substantial investigations needing current evidence, source comparison, or synthesis across several dimensions…
imbad0202/academic-research-skills · deep-research/SKILL.md · Universal deep research agent team. 13-agent pipeline for rigorous academic research on any topic. 8 modes: full…
thu-maic/openmaic · skills/agent-runtime/deep-research/SKILL.md · Courses whose content rests on current, external or real-world facts that must be verified against live sources before…
genspark-ai/genoffice · skills/recommended/deep-research/SKILL.md · Run multi-round searches with cross-checking and produce a research report with cited sources, delivered as a Word…
