Home / ai-analyst-lab / ai-analyst · .claude/skills/run-pipeline/SKILL.md · GitHub

run-pipeline skillA

run-pipeline is agent-read markdown (skill) from ai-analyst-lab/ai-analyst: Plan and run coordinated analysis using explicit input bindings, isolated workers, run-local artifacts, and the Python workflow controller..

Indexed from public GitHub and served as immutable, content-addressed versions. Install it pinned to an exact SHA-256 with the mdr CLI, and every file is verified against the hash recorded here before it reaches your agent. The deterministic audit below grades the latest version, and the same file always earns the same grade.

What the file says

# Run an analytical workflow

Choose the amount of work that serves the request. A chart, investigation,
validation report, and presentation have different completion conditions.
Do not add presentation work to an analysis-only or validation-only request.

## Inspect and propose

Read `plans.md`, `agents/registry.yaml`, and the selected worker contracts.
The registry declares coordination; contracts declare input requirements.
Do not infer required inputs from whatever happens to exist in global outputs.

Prepare a request JSON under `working/requests/` with:

- `plan`: an existing named plan.
- `variables`: concrete filename placeholder values.
- `bindings`: each worker's input values or explicit producer references.
- `output_paths`: exact paths replacing wildcard/dynamic output declarations.
- `external_dependencies`: input names replacing omitted producers.
- `approval_gates`: required approvals with `id`, `after`, and `before`.
- `context`: the exact analytical `question`, plus optional `worker_questions` when a worker needs
  a narrower framing.

For produced inputs use `{"from": "worker.result"}`. The first registered output
…

Read the whole file at its exact version.

How to install

Latest version
mdr add ai-analyst-lab/ai-analyst/run-pipeline@git:20260910.c4b91ef
Exact content
mdr add ai-analyst-lab/ai-analyst/run-pipeline@sha256:aa38927e0e8b2374

Pin to a label to follow the author's releases, or to a sha256 to freeze the exact bytes forever. Either way the resolved hash is written to mdr.lock, and mdr install reproduces it on any machine.

Badge

mdr badge

[![mdr](https://markdownregistry.com/badge/art_rzh2esa2lyurxlt7.svg)](https://markdownregistry.com/a/art_rzh2esa2lyurxlt7)

1 badge views in 30 days

Versions

versioncommittedcommitsizeaudit
git:20260910.c4b91ef latest2026-09-10 c4b91ef 4,678 BA view · diff
git:20260902.98fd6322026-09-02 98fd632 32,146 BA view · diff
git:20260902.b370de62026-09-02 b370de6 34,066 BA view · diff
git:20260827.7ff2e252026-08-27 7ff2e25 36,466 BA view

Audit of the latest version

A  17 of 17 checks passed. Deterministic, no model, 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 (4678 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

ai-analyst-lab/ai-analyst · 302 stars · license MIT · pushed 2026-09-22 · branch main

API

GET https://markdownregistry.com/api/v1/artifacts/art_rzh2esa2lyurxlt7
GET https://markdownregistry.com/api/v1/resolve?ref=ai-analyst-lab/ai-analyst/run-pipeline
GET https://markdownregistry.com/api/v1/blob/aa38927e0e8b2374a3f2256d6c3f55f213fa6ce3ef73dde05ee026f087f29f11

Your agent 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.

More from ai-analyst-lab/ai-analyst

always-compare skill
ai-analyst-lab/ai-analyst · .claude/skills/always-compare/SKILL.md · Never present a metric or number in isolation; anchor every number to a comparison (prior period, benchmark, or another…
git:20260827.7ff2e25 · audit A · 302 stars
analysis-design skill
ai-analyst-lab/ai-analyst · .claude/skills/analysis-design/SKILL.md · Takes a vague analytical hunch, stakeholder request, or business question and produces a rigorous, stakeholder-ready…
git:20260902.b370de6 · audit A · 302 stars
analyst-core skill
ai-analyst-lab/ai-analyst · .claude/skills/analyst-core/SKILL.md · Operating rules for every data analysis. Apply for ANY data-analysis intent: "analyze", "investigate", "why did X…
git:20260921.652dcb5 · audit A · 302 stars
archaeology skill
ai-analyst-lab/ai-analyst · .claude/skills/archaeology/SKILL.md · Retrieve proven SQL patterns, table cheatsheets, and join patterns from .knowledge/query-archaeology/ so past work gets…
git:20260827.7ff2e25 · audit A · 302 stars
archive-analysis skill
ai-analyst-lab/ai-analyst · .claude/skills/archive-analysis/SKILL.md · Save completed analyses to the knowledge system's analysis archive for future reference. Use this skill after…
git:20260902.b370de6 · audit A · 302 stars
auth-preflight skill
ai-analyst-lab/ai-analyst · .claude/skills/auth-preflight/SKILL.md · Verify Google Workspace MCP authentication at the start of any session that needs Google APIs (Docs, Slides, Drive)…
git:20260902.b370de6 · audit A · 302 stars
business skill
ai-analyst-lab/ai-analyst · .claude/skills/business/SKILL.md · Browse, search, and explore your organization's business context system — glossary terms, product catalog, metric…
git:20260902.b370de6 · audit A · 302 stars
causal skill
ai-analyst-lab/ai-analyst · .claude/skills/causal/SKILL.md · Causal inference toolkit for when experiments are not possible: estimate treatment effects from observational data with…
git:20260828.01c26bc · audit A · 302 stars
chart-to-drive skill
ai-analyst-lab/ai-analyst · .claude/skills/chart-to-drive/SKILL.md · Standardized workflow for uploading local chart PNGs to Google Drive and making them available for insertion into…
git:20260827.7ff2e25 · audit A · 302 stars
close-the-loop skill
ai-analyst-lab/ai-analyst · .claude/skills/close-the-loop/SKILL.md · Ensure every analysis that includes a recommendation ends with a clear, actionable follow-up plan. CRITICAL RULE - Only…
git:20260902.b370de6 · audit A · 302 stars
codex-review skill
ai-analyst-lab/ai-analyst · .claude/skills/codex-review/SKILL.md · Independently validate the current analysis with a second model (OpenAI Codex). Codex re-derives the same answer from…
git:20260902.b370de6 · audit A · 302 stars
compare-datasets skill
ai-analyst-lab/ai-analyst · .claude/skills/compare-datasets/SKILL.md · Compare metrics, findings, and patterns across two or more connected datasets. Helps identify cross-dataset patterns…
git:20260902.b370de6 · audit A · 302 stars

Every file in ai-analyst-lab/ai-analyst

Browse by kind, by grade A, or by owner.