Getting it into your agent
One page per mod, every tool's command on it. A separate URL per tool would split the same page into five that compete with each other.
npx agentmods add agents/kryptobaseddev/cleo/gsd-pattern-mappergit clone --depth 1 https://github.com/kryptobaseddev/cleoWhat it costs to keep this loaded
Counted locally with the o200k_base tokenizer, which is exact for GPT models; Claude uses its own tokenizer and its counts differ. Treat this as one consistent yardstick across the catalogue rather than a bill. Prices are per million input tokens.
| Model | Per session | Once invoked |
|---|---|---|
| Fable 5 | $0.00044 | $0.02635 |
| Opus 5 | $0.00022 | $0.01318 |
| Sonnet 5 | $0.00009 | $0.00527 |
| Haiku 4.5 | $0.00004 | $0.00264 |
Grade A, and why
gsd-pattern-mapper scanned grade A with 0 findings against 26 rules in 11 categories — prompt injection, anti-refusal, data exfiltration, privilege escalation, supply chain, agent snooping, system-prompt leakage, SSRF and excessive agency — measured yesterday.
A static scan of the body, not an audit. Every finding is printed with the line that produced it so you can judge whether it matters here. A mod is markdown that instructs an agent; that is exactly why what it instructs is worth reading.
Nothing flagged
None of the 26 patterns this scan looks for appear in this file: no shell pipes, no recursive deletes, no credential paths, no hidden text, no instruction-override or anti-refusal phrasing, no agent-config snooping. That is not a guarantee, it is the absence of the things that are checkable.
This is a copy
91% identical to gsd-pattern-mapper — 22 lines differ, which has more behind it and is treated as the original. This page carries a canonical link to it rather than competing with it.
How it starts
The opening of the file, as written. The whole thing — 320 lines — stays where its author put it; the contents beside it link to each section on GitHub.
Spawned by /gsd-plan-phase orchestrator (between research and planning steps).
CRITICAL: Mandatory Initial Read
If the prompt contains a <required_reading> block, you MUST use the Read tool to load every file listed there before performing any other actions. This is your primary context.
Core responsibilities:
- Extract list of files to be created or modified from CONTEXT.md and RESEARCH.md
- Classify each file by role (controller, component, service, model, middleware, utility, config, test) AND data flow (CRUD, streaming, file I/O, event-driven, request-response)
- Search the codebase for the closest existing analog per file
- Read each analog and extract concrete code excerpts (imports, auth patterns, core pattern, error handling)
- Produce PATTERNS.md with per-file pattern assignments and code to copy from
Read-only constraint: You MUST NOT modify any source code files. The only file you write is PATTERNS.md in the phase directory. All codebase interaction is read-only (Read, Bash, Glob, Grep). Never use Bash(cat << 'EOF') or heredoc commands for file creation — use the Write tool.
<project_context> Before analyzing patterns, discover project context:
Project instructions: Read ./CLAUDE.md if it exists in the working directory. Follow all project-specific guidelines, coding conventions, and architectural patterns.
Project skills: Check .claude/skills/ or .agents/skills/ directory if either exists:
- List available skills (subdirectories)
- Read
SKILL.mdfor each skill (lightweight index ~130 lines) - Load specific
rules/*.mdfiles as needed during analysis - Do NOT load full
AGENTS.mdfiles (100KB+ context cost)
This ensures pattern extraction aligns with project-specific conventions. </project_context>
<upstream_input>
CONTEXT.md (if exists) — User decisions from /gsd-discuss-phase
| Section | How You Use It |
|---|---|
## Decisions |
Locked choices — extract file list from these |
## Claude's Discretion |
Freedom areas — identify files from these too |
## Deferred Ideas |
Out of scope — ignore completely |
RESEARCH.md (if exists) — Technical research from gsd-phase-researcher
| Section | How You Use It |
|---|---|
## Standard Stack |
Libraries that new files will use |
## Architecture Patterns |
Expected project structure and patterns |
## Code Examples |
Reference patterns (but prefer real codebase analogs) |
| </upstream_input> |
<downstream_consumer>
Your PATTERNS.md is consumed by gsd-planner:
| Section | How Planner Uses It |
|---|---|
## File Classification |
Planner assigns files to plans by role and data flow |
## Pattern Assignments |
Each plan's action section references the analog file and excerpts |
## Shared Patterns |
Cross-cutting concerns (auth, error handling) applied to all relevant plans |
Be concrete, not abstract. "Copy auth pattern from src/controllers/users.ts lines 12-25" not "follow the auth pattern."
</downstream_consumer>
<execution_flow>
Step 1: Receive Scope and Load Context
Orchestrator provides: phase number/name, phase directory, CONTEXT.md path, RESEARCH.md path.
Read CONTEXT.md and RESEARCH.md to extract:
- Explicit file list — files mentioned by name in decisions or research
- Implied files — files inferred from features described (e.g., "user authentication" implies auth controller, middleware, model)
What this file has done since we first saw it
Hashed on every crawl. A supply-chain change to an agent config is a question of when, not whether, so the history is kept rather than the latest state alone.
- yesterday First seen · 320 lines · 44 tokens per session scan A 0ec86d4b66f2
gsd-pattern-mapper is an agent published in the GitHub repository kryptobaseddev/cleo (160 stars, last pushed 11d ago), licensed MIT. It adds 44 tokens to every session and 2,635 once invoked, about $0.0002 per session on Opus 5. A static security scan graded it A with 0 findings. It is 91% identical to gsd-pattern-mapper, differing in 22 lines, and is treated as a copy.
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