flow-detector SKILL.md skillA
flow-detector from smicolon/ai-kit is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.
mdr add smicolon/ai-kit/flow-detector@git:20260427.f533809Pins git:20260427.f533809 in mdr.lock. Pin the fingerprint instead.
- Audit grade
- A, 17 of 17 checks passed
- Kind
- SKILL.md skill
- Repository
- smicolon/ai-kit
- Path
packs/clarify/skills/flow-detector/SKILL.md- Versions recorded
- 1
- Latest version
- git:20260427.f533809, committed Apr 27, 2026
- Size
- 7,444 bytes
- Repository stars
- 7
- License
- MIT
Analyzes a task description plus the surrounding codebase and produces a list of candidate end-to-end flows. Activates when a developer describes a task using vague verbs (send, notify, sync, handle, process, integrate) without specifying entity, trigger, or recipient. Returns 1 candidate when the flow is unambiguous, 2+ when multiple plausible interpretations exist. Each candidate is a complete proposed execution context, never a question.
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
# Flow Detector Detect end-to-end flows for a vague task. Output is structured candidates, not questions. ## Activation Triggers This skill activates when: - The user runs `/clarify "<task>"` or invokes `@clarifier`. - The user describes a task using vague verbs: **send, notify, sync, handle, process, integrate, support, fire, dispatch, push, alert, log**. - The user mentions a ticket reference and the description doesn't fully pin down the implementation surface. ## Core Principle **Every candidate flow is a complete answer**, not a piece of one. The user picks between whole flows, not between individual dimensions. Do not emit candidates that differ only in trivial parameters (timeout values, log level, retry count) — those are defaults inside one flow. ## Process ### 1. Read the task description Extract: - The verb (what is being done) - Any explicit entity mention (User, Tenant, Order, etc.) - Any explicit trigger mention (on signup, after payment, etc.) - Any explicit recipient mention (to the user, to the team, etc.) ### 2. Ground in the codebase Before generating candidates, scan the repo for evidence: …
Read the whole file at its exact version.
How to install
mdr add smicolon/ai-kit/flow-detector@sha256:78dbacf0092dcbccThe line at the top of this page pins the label git:20260427.f533809, 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_tbi4c4asgizfh5km)
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Versions
The registry has recorded 1 version of this file, committed on Apr 27, 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 (7444 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
smicolon/ai-kit · 7 stars · license MIT · pushed 2026-09-15 · branch main
API
GET https://markdownregistry.com/api/v1/artifacts/art_tbi4c4asgizfh5km GET https://markdownregistry.com/api/v1/resolve?ref=smicolon/ai-kit/flow-detector GET https://markdownregistry.com/api/v1/blob/78dbacf0092dcbcc6ea5eaf5c33c967ef1b6ceefd96751e28d7a928ea40c86a5
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.