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Intent Engineering

Audit, scaffold, and triage agent intent specs against a 9-section template.

Connector by seanwinslow.com · Domain verified by the MCP Registry

IndexedMITLocal (stdio)
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Works with Claude Code, Codex, VS Code, Cursor, Windsurf, Claude Desktop. Read the repository before you give any tool access to your data.

npx agentmarket install connector/seanwinslow-com-intent-engineering

Asks which of your tools to add it to (Claude Code, Codex, Cursor, VS Code, Windsurf, Gemini CLI, Claude Desktop) and shows the change first. See https://agentmart.dev/cli.

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About

Audit, scaffold, and triage agent intent specs against a 9-section template.

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Permissions

What this server can do and what it asks for, from its tool list and install config. Checked Oct 25, 2026.

Tools
3 read · 0 write · 0 deleteRead-only
Secrets
None asked for
Install scripts
Not scanned yet
Runs as
Node.js package

Tools by what they do 3

Read from the source code; the running server may list different tools.

Read 3 · Look things up without changing anything.

  • assess_retrofit_level
  • audit_intent_spec
  • generate_intent_spec_scaffold

Files it touches

  • Any path the agent passes to its tools

Tools (3)

Read from the source code; the running server may differ. Descriptions are the server’s own words; hidden characters are shown as [U+…].

  • assess_retrofit_levelAssess Retrofit Level

    Look at an existing prompt or SKILL.md and recommend the right retrofit level (L1-mvr / L2-structured / L3-full) with reasoning grounded in the intent-engineering skill's blast-radius / complexity / autonomy framework. Provide either skill_text (raw text) OR file_path (absolute path to an existing SKILL.md or prompt file).

  • audit_intent_specAudit Intent Spec

    Audit an intent spec against the 25-item validation checklist and the 5 fatal anti-patterns from the intent-engineering skill. Provide either spec_text (raw spec) OR file_path (absolute path to a markdown or YAML file). Grades the whole document by default. To grade only part of one, supply start_index and/or max_length; the response reports what it actually graded in `coverage` and sets next_chunk_token when more content remains.

  • generate_intent_spec_scaffoldGenerate Intent Spec Scaffold

    Return the appropriate intent-spec template (blank, Level-1 MVR, or full 9-section) with optional pre-filled objective_hint, autonomy_level, and agent_name. Use this when starting a new agent/skill or retrofitting an existing one.

Signals

Stars
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1
Last commit
Aug 29, 2026 (2 months ago)
Last release
Jun 18, 2026 (4 months ago)

From GitHub (fetched Oct 24, 2026).

Details

Registry name
com.seanwinslow/intent-engineering
Version
0.2.0
Auth
No auth
Packages
npm @swins/intent-engineering-mcp
License
MIT
Repository
github.com/seanwinslow28/sw-mcp-intent-engineering
First seen
Oct 24, 2026
Last checked
Oct 24, 2026
Source
Official MCP Registrygithub-graphql

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Intent Engineering MCP server. Agent Mart. https://agentmart.dev/connectors/seanwinslow-com-intent-engineering (last updated 2026-10-24)