saferagenticai-mcp

List all 16 suites in the SaferAgenticAI framework (9 drivers + 7 inhibitors) with subgoal counts and titles. Call this first to orient.

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  "type": "object",
  "properties": {},
  "additionalProperties": false
}

Retrieve one subgoal (framework normative content + Pattern layer guidance) by pattern_id (e.g., 'D3::idx2::sandboxing') or display_id (e.g., 'D3.2'). display_id may resolve to multiple subgoals — underlined variants share display_ids.

{
  "type": "object",
  "properties": {
    "id": {
      "type": "string",
      "maxLength": 500
    },
    "include_pattern": {
      "type": "boolean",
      "default": true
    }
  },
  "required": [
    "id"
  ],
  "additionalProperties": false
}

List subgoals matching filters (suite_id, suite_type, content_type, min_confidence, missing_pattern_only). Results capped by limit (default 50, max 100).

{
  "type": "object",
  "properties": {
    "suite_id": {
      "type": "string",
      "maxLength": 500
    },
    "suite_type": {
      "type": "string",
      "enum": [
        "driver",
        "inhibitor"
      ]
    },
    "content_type": {
      "type": "string",
      "enum": [
        "code-applicable",
        "governance",
        "process",
        "ecosystem"
      ]
    },
    "min_confidence": {
      "type": "string",
      "enum": [
        "low",
        "medium",
        "high"
      ]
    },
    "missing_pattern_only": {
      "type": "boolean"
    },
    "include_pattern": {
      "type": "boolean",
      "default": false
    },
    "limit": {
      "type": "integer",
      "minimum": 1,
      "maximum": 100,
      "default": 50
    }
  },
  "additionalProperties": false
}

Field-weighted keyword search across the framework. Terms match at word starts on lowercased text and are IDF-weighted, so rare terms outrank ubiquitous ones; field weights: title 10x, summary 4x, SFR text 3x (all of a subgoal's SFRs scored as one field), description 2x, pattern body 1x. `matched_in` reports the highest-weighted field that matched. No semantic / embedding search — known limitation, see /mcp.html. Use verbosity='compact' to drop snippets and confidence flags (~70% smaller payload) when triaging.

{
  "type": "object",
  "properties": {
    "query": {
      "type": "string",
      "minLength": 2,
      "maxLength": 500
    },
    "limit": {
      "type": "integer",
      "minimum": 1,
      "maximum": 50,
      "default": 10
    },
    "verbosity": {
      "type": "string",
      "enum": [
        "compact",
        "full"
      ],
      "default": "full"
    }
  },
  "required": [
    "query"
  ],
  "additionalProperties": false
}

Return outgoing adjacencies for a pattern. `explicit_cross_references` are author-asserted (each pattern's `cross_references` YAML field). `inferred_adjacent` (when include_inferred=true) currently returns *same-suite siblings only* — it does not do semantic similarity. Treat inferred entries as 'neighbours worth scanning,' not as endorsed dependencies.

{
  "type": "object",
  "properties": {
    "id": {
      "type": "string",
      "maxLength": 500
    },
    "include_inferred": {
      "type": "boolean",
      "default": true
    }
  },
  "required": [
    "id"
  ],
  "additionalProperties": false
}

Resolve a loose reference (partial id, display_id, slug fragment, or title keyword) to canonical pattern_id(s). Call this when you have a rough reference and need the exact id before calling get_requirement. Always returns candidates — never 'not found'.

{
  "type": "object",
  "properties": {
    "query": {
      "type": "string",
      "minLength": 1,
      "maxLength": 500
    },
    "limit": {
      "type": "integer",
      "minimum": 1,
      "maximum": 20,
      "default": 5
    }
  },
  "required": [
    "query"
  ],
  "additionalProperties": false
}

Given a natural-language task description (e.g., 'I'm building a tool-using agent that runs shell commands'), return the most relevant patterns grouped by suite. Use this as a starting point for any cross-cutting design question; then follow up with get_requirement on specific pattern_ids. Defaults to verbosity='compact' (cheap triage); pass 'full' to inline snippets and confidence flags.

{
  "type": "object",
  "properties": {
    "task": {
      "type": "string",
      "minLength": 5,
      "maxLength": 500
    },
    "limit": {
      "type": "integer",
      "minimum": 1,
      "maximum": 25,
      "default": 8
    },
    "verbosity": {
      "type": "string",
      "enum": [
        "compact",
        "full"
      ],
      "default": "compact"
    }
  },
  "required": [
    "task"
  ],
  "additionalProperties": false
}

Return patterns that reference the given pattern_id in their cross_references. Complement to get_cross_references (outgoing); this shows incoming. Use to find all consumers of a given pattern.

{
  "type": "object",
  "properties": {
    "id": {
      "type": "string",
      "maxLength": 500
    }
  },
  "required": [
    "id"
  ],
  "additionalProperties": false
}

List operational heuristics distilled from production agentic AI deployment (Claude Code, Rewind). These are cross-cutting safety principles discovered through building and operating AI agents, mapped to framework suites. Optional filters: suite_id (heuristics relevant to a specific suite), query (keyword search across titles and principles). Separate from the normative pattern layer — different category of knowledge.

{
  "type": "object",
  "properties": {
    "suite_id": {
      "type": "string",
      "maxLength": 500,
      "description": "Filter by framework suite (e.g., 'D3', 'I2')"
    },
    "query": {
      "type": "string",
      "maxLength": 500,
      "description": "Keyword search across titles, principles, narratives"
    }
  },
  "additionalProperties": false
}

Retrieve a single operational heuristic by id (e.g., 'OH::geoffrey-pattern'). Returns the full entry: principle, framework mapping, evidence sources from production deployment, design patterns, anti-patterns, and discovery narrative.

{
  "type": "object",
  "properties": {
    "id": {
      "type": "string",
      "maxLength": 500
    }
  },
  "required": [
    "id"
  ],
  "additionalProperties": false
}