2-stage pipeline: trace (causal investigation) then deep-interview (requirements). Activate when user says: deep dive, deep-dive, investigate deeply, trace and interview.
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
# Deep Dive
Orchestrates a 2-stage pipeline: first investigate WHY something happened (trace), then define WHAT to do about it (deep-interview). Trace findings feed into the interview via 3-point injection.
## Pipeline
`deep-dive` → `ralplan` (consensus refinement) → `omg-autopilot` (execution)
## When to Use
- User has a problem but doesn't know the root cause
- Bug investigation: "Something broke and I need to figure out why"
- Feature exploration: "I want to improve X but first need to understand it"
## When NOT to Use
- Already know the root cause → use `/deep-interview`
- Clear specific request → execute directly
- Investigation only, no requirements → use `/trace`
## Phases
### Phase 1: Initialize
1. Parse problem, detect brownfield/greenfield
2. Generate 3 trace lane hypotheses (code-path, config/env, measurement/artifact)
### Phase 2: Lane Confirmation
Present hypotheses to user for confirmation (1 round).
### Phase 3: Trace Execution
Run 3 parallel tracer lanes using @tracer agents:
- Each lane: evidence for, evidence against, critical unknown, discriminating probe
- Rebuttal round between top hypotheses
- Convergence detection
…
The line at the top of this page pins the label git:20260412.9d9ce51, 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 (2154 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
zereight/gitlab-mcp · 2,059 stars · license MIT · pushed 2026-10-21 · branch main
API
GET https://markdownregistry.com/api/v1/artifacts/art_o563mwa7ifsy2k6y
GET https://markdownregistry.com/api/v1/resolve?ref=zereight/gitlab-mcp/deep-dive
GET https://markdownregistry.com/api/v1/blob/c43197df2d2989c88b21c362b40c8b5613d109e300c929b67a332470e124fe76
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.
zereight/gitlab-mcp · .github/skills/ai-slop-cleaner/SKILL.md · Clean AI-generated code slop with regression-safe workflow. Activate when user says: deslop, anti-slop, AI slop…
zereight/gitlab-mcp · .github/skills/cancel/SKILL.md · Cancel any active OMG mode and clean up state. Activate when user says: cancel, stop, cancelomg, stopomg, abort, kill…
zereight/gitlab-mcp · .github/skills/deep-interview/SKILL.md · Socratic deep interview with mathematical ambiguity gating. Activate when user says: deep interview, interview me, ask…
zereight/gitlab-mcp · .github/skills/omg-autopilot/SKILL.md · Full autonomous execution from idea to working code. Activate when user says: autopilot, auto-pilot, autonomous, build…
zereight/gitlab-mcp · .github/skills/plan/SKILL.md · Strategic planning with optional interview workflow. Activate when user says: plan this, plan the, let's plan, make a…
zereight/gitlab-mcp · .github/skills/ralph/SKILL.md · PRD-driven persistence loop until task completion with verification. Activate when user says: ralph, don't stop, must…
zereight/gitlab-mcp · .github/skills/remember/SKILL.md · Promote reusable project knowledge to the right memory surface. Activate when user says: remember this, save this…
zaxbyhub/opencode-swarm · .opencode/skills/deep-dive/SKILL.md · Full execution protocol for MODE: DEEP_DIVE — read-only codebase audit with parallel explorer waves, 2 independent…
zaxbyhub/opencode-swarm · .claude/skills/deep-dive/SKILL.md · Full execution protocol for MODE: DEEP_DIVE — read-only codebase audit with parallel explorer waves, 2 independent…
fabioc-aloha/alex_skill_mall · plugins/academic-research/deep-dive/skills/deep-dive/SKILL.md · Claude-native deep research using DAG-based query planning, parallel subagent execution, and gap-driven iteration. No…
