Read-only tools over the Safer Agentic AI framework: 238 patterns + 14 heuristics.
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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.
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.
| Argument | Type | Description |
|---|---|---|
| task* | string | |
| limit | integer | |
| verbosity | string |
{
"type": "object",
"required": [
"task"
],
"properties": {
"task": {
"type": "string",
"maxLength": 500,
"minLength": 5
},
"limit": {
"type": "integer",
"default": 8,
"maximum": 25,
"minimum": 1
},
"verbosity": {
"enum": [
"compact",
"full"
],
"type": "string",
"default": "compact"
}
},
"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.
| Argument | Type | Description |
|---|---|---|
| id* | string | |
| include_inferred | boolean |
{
"type": "object",
"required": [
"id"
],
"properties": {
"id": {
"type": "string",
"maxLength": 500
},
"include_inferred": {
"type": "boolean",
"default": true
}
},
"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.
| Argument | Type | Description |
|---|---|---|
| id* | string |
{
"type": "object",
"required": [
"id"
],
"properties": {
"id": {
"type": "string",
"maxLength": 500
}
},
"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.
| Argument | Type | Description |
|---|---|---|
| id* | string | |
| include_pattern | boolean |
{
"type": "object",
"required": [
"id"
],
"properties": {
"id": {
"type": "string",
"maxLength": 500
},
"include_pattern": {
"type": "boolean",
"default": true
}
},
"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.
| Argument | Type | Description |
|---|---|---|
| id* | string |
{
"type": "object",
"required": [
"id"
],
"properties": {
"id": {
"type": "string",
"maxLength": 500
}
},
"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.
| Argument | Type | Description |
|---|---|---|
| query | string | Keyword search across titles, principles, narratives |
| suite_id | string | Filter by framework suite (e.g., 'D3', 'I2') |
{
"type": "object",
"properties": {
"query": {
"type": "string",
"maxLength": 500,
"description": "Keyword search across titles, principles, narratives"
},
"suite_id": {
"type": "string",
"maxLength": 500,
"description": "Filter by framework suite (e.g., 'D3', 'I2')"
}
},
"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).
| Argument | Type | Description |
|---|---|---|
| limit | integer | |
| suite_id | string | |
| suite_type | string | |
| content_type | string | |
| min_confidence | string | |
| include_pattern | boolean | |
| missing_pattern_only | boolean |
{
"type": "object",
"properties": {
"limit": {
"type": "integer",
"default": 50,
"maximum": 100,
"minimum": 1
},
"suite_id": {
"type": "string",
"maxLength": 500
},
"suite_type": {
"enum": [
"driver",
"inhibitor"
],
"type": "string"
},
"content_type": {
"enum": [
"code-applicable",
"governance",
"process",
"ecosystem"
],
"type": "string"
},
"min_confidence": {
"enum": [
"low",
"medium",
"high"
],
"type": "string"
},
"include_pattern": {
"type": "boolean",
"default": false
},
"missing_pattern_only": {
"type": "boolean"
}
},
"additionalProperties": false
}List all 16 suites in the SaferAgenticAI framework (9 drivers + 7 inhibitors) with subgoal counts and titles. Call this first to orient.
No arguments.
{
"type": "object",
"properties": {},
"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'.
| Argument | Type | Description |
|---|---|---|
| limit | integer | |
| query* | string |
{
"type": "object",
"required": [
"query"
],
"properties": {
"limit": {
"type": "integer",
"default": 5,
"maximum": 20,
"minimum": 1
},
"query": {
"type": "string",
"maxLength": 500,
"minLength": 1
}
},
"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.
| Argument | Type | Description |
|---|---|---|
| limit | integer | |
| query* | string | |
| verbosity | string |
{
"type": "object",
"required": [
"query"
],
"properties": {
"limit": {
"type": "integer",
"default": 10,
"maximum": 50,
"minimum": 1
},
"query": {
"type": "string",
"maxLength": 500,
"minLength": 2
},
"verbosity": {
"enum": [
"compact",
"full"
],
"type": "string",
"default": "full"
}
},
"additionalProperties": false
}