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Remove AI writing patterns from prose. Use when drafting, editing, or reviewing text to eliminate predictable AI tells.
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Based on SOC occupation classification
Generate the project CLAUDE.md as a dense, agent-facing operating manual in the Terral/Tatanan format, at the end of the documentation pipeline just before build starts. Distills the technical specs, coding standard, task breakdown, and deployment plan into the rules an agent must hold in context: tech stack, repo layout, architecture laws (file-size cap and split strategy, layering), runtime do/don't, the verification gate, naming, type-safety, prohibitions, a context-recovery checklist, and a command quick-reference. Use when the user wants to initialize or write CLAUDE.md, an agent operating manual, AGENTS.md, or asks to "init claude".
Use after completing a task when all verifications pass. Covers verification commands, splitting into logical commits, explicit file staging, Conventional Commits format with 80-char line cap, no `@` mentions in messages, no Co-Authored-By trailers, and creating GitHub releases (version-only title, signed tag pushed before `gh release create`, CHANGELOG-only notes).
Produce the api-specs/ document set (numbered NN-topic.md files plus _index.md) from the technical specs, in the Terral/Tatanan format. Derives every operation, its inputs/outputs, errors, and access rules from the module definitions and data model already decided in docs/technical-specs/, and writes them in whatever protocol the project chose — REST, GraphQL, gRPC, or SOAP. Use when the user wants an API specification, endpoint contracts, an OpenAPI/schema/proto/WSDL companion, or asks to "write the api specs". Runs after technical-spec and before task-breakdown.
Scaffold a new project as the Tech Lead would in Sprint 0, after the task breakdown and before coding standards are written. Grills on folder structure, architectural patterns, commit hooks, tooling, and stubs, then executes the scaffold: directory layout, tooling config, pre-commit hooks, and endpoint/page stubs that return mock responses so frontend and backend can build in parallel from day one. Use when the user wants to set up, bootstrap, or scaffold a project, stand up the repo skeleton, do Sprint 0, or asks to "set up the project".
Produce the technical-specs/ document set (numbered NN-topic.md files plus _index.md) from the groomed business docs, in the Terral/Tatanan format. Grills the user on tech stack and tooling first — this is the architectural keystone the rest of the pipeline depends on — then writes overview, architecture, repo structure, tech stack, module definitions, data model, security, NFRs, auth, integrations, environment config, and ad-hoc trailing specs for areas that need special technical attention. Use when the user wants a technical specification, TSD, architecture/data-model doc, or asks to "write the technical specs".
Groom a set of user stories and acceptance criteria from the technical team's perspective, surfacing every gap engineering needs closed before committing to the work. Runs in two modes — blast all questions into a file with recommendations (for taking to a BA/PO in a refinement meeting), or interview the user one question at a time and then refine the US/AC from their answers (for a TL who captured the requirements himself). Use when the user wants to refine a backlog item, prepare for sprint grooming/refinement, sanity-check a story before estimation, or asks to "groom this story".
| name | stop-slop |
| description | Remove AI writing patterns from prose. Use when drafting, editing, or reviewing text to eliminate predictable AI tells. |
| metadata | {"trigger":"Writing prose, editing drafts, reviewing content for AI patterns","author":"Hardik Pandya (https://hvpandya.com)"} |
Eliminate predictable AI writing patterns from prose.
Cut filler phrases. Remove throat-clearing openers, emphasis crutches, and all adverbs. See references/phrases.md.
Break formulaic structures. Avoid binary contrasts, negative listings, dramatic fragmentation, rhetorical setups, false agency. See references/structures.md.
Use active voice. Every sentence needs a human subject doing something. No passive constructions. No inanimate objects performing human actions ("the complaint becomes a fix").
Be specific. No vague declaratives ("The reasons are structural"). Name the specific thing. No lazy extremes ("every," "always," "never") doing vague work.
Put the reader in the room. No narrator-from-a-distance voice. "You" beats "People." Specifics beat abstractions.
Vary rhythm. Mix sentence lengths. Two items beat three. End paragraphs differently. No em dashes.
Trust readers. State facts directly. Skip softening, justification, hand-holding.
Cut quotables. If it sounds like a pull-quote, rewrite it.
Before delivering prose:
Rate 1-10 on each dimension:
| Dimension | Question |
|---|---|
| Directness | Statements or announcements? |
| Rhythm | Varied or metronomic? |
| Trust | Respects reader intelligence? |
| Authenticity | Sounds human? |
| Density | Anything cuttable? |
Below 35/50: revise.
See references/examples.md for before/after transformations.
MIT
