{"slug":"ai-collab-protocols-2","title":"ai-collab-protocols","summary":"Use when the user describes an AI workflow gap or uses an ambiguous cross-session reference such as 'the PR Bob mentioned'. Not for tasks that require source or remote-system changes.","platform":"Claude","tags":[],"authorName":"LLM Mart","authorSlug":"llm-mart","score":0,"source":"github","price":null,"verified":false,"createdAt":"2026-09-30T19:49:50.30868Z","repo":{"url":"https://github.com/OutlineDriven/outline-driven-development","stars":54,"forks":10,"license":"Apache-2.0","updatedAt":"2026-09-28T03:16:21Z"},"bodyHtml":"
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name: ai-collab-protocols\ndescription: 'Use when the user describes an AI workflow gap or uses an ambiguous cross-session reference such as ''the PR Bob mentioned''. Not for tasks that require source or remote-system changes.'\ndisable-model-invocation: true

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AI collab protocols

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Contract

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FieldBound contract
TriggerUser describes an AI workflow gap or uses an ambiguous cross-session reference such as 'the PR Bob mentioned' or 'that bug from last week'.
AuthorityRead-only. No file, VCS, credential, paid, published, deployed, or remote mutation. Reply content only.
Side effectNone; reply content only.
DoneEvery ambiguous reference resolves to a stable handle; anti-patterns surface when reached.
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Inputs

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The user's message may contain ambiguous references: names or descriptions without locators, such as \"the PR Bob mentioned\", \"that bug from last week\", or \"the function we discussed\". It may instead describe a workflow gap. When asked, the user may optionally supply a stable handle: a GitHub PR or comment permalink, an MCP resource URI such as @github:pr/owner/repo/123#comment-456, or a file:line reference. The skill fetches and mutates nothing; it asks the user for the handle.

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Procedure

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  1. Scan the user's message for ambiguous references, a name or description without a locator, or a described workflow gap. If none is present, do not route. Done when: every ambiguous reference or workflow gap is identified.
    2. \n
  2. For each ambiguous reference, stop and ask the user for a stable handle: a GitHub PR/comment permalink, an MCP resource URI (e.g. @github:pr/owner/repo/123#comment-456), or a file:line reference. State why: names are ambiguous in long-context sessions and unrecoverable across sessions, while a stable URL survives compaction and enables exact match. Done when: each reference has a stable handle or is marked unresolved.
    3. \n
  3. Surface one tactic at a time, not a lecture. When the user is handing off multi-session work, recommend leaving a comment on the PR, an addressable, compaction-surviving thread, over a chat-only handoff, so the next session, colleague, or agent can resume without replaying context. Done when: one tactic is surfaced.
    4. \n
  4. When an anti-pattern is reached, surface it: (a) screenshot-only context loses URL grounding, copy-paste, and search: pair every screenshot with its URL or text export; (b) token-usage or lines-of-code framing as a quality proxy: quantity is not capability; surface the rejection. Done when: each reached anti-pattern is named.
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  5. Stop once every ambiguous reference has a stable handle and any reached anti-pattern has been named. Do not widen scope or invent handles the user did not supply. Done when: every reference has a handle and reached anti-patterns are named.
    6. \n
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Failure and recovery

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Output

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A reply that, for each ambiguous reference, states the stable handle the user supplied or marks it unresolved, plus any anti-pattern surfaced when reached. No file, state transition, or external mutation.

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