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/bitflight-devops/skilllint/gsd-research-synthesizergit clone --depth 1 https://github.com/bitflight-devops/skilllintWrote this? Show the measurements
A badge with what this costs and how it scanned, read live from this page, so it follows the numbers instead of freezing them. Markdown for a README, HTML for a documentation site or a project page.
[](https://agentmods.dev/agents/bitflight-devops/skilllint/gsd-research-synthesizer)<a href="https://agentmods.dev/agents/bitflight-devops/skilllint/gsd-research-synthesizer"><img src="https://agentmods.dev/badge/agents/bitflight-devops/skilllint/gsd-research-synthesizer.svg" alt="Measured on agentmods" height="20"></a>What 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 | $0.00037 | $0.01686 |
| Opus 5 | $0.00018 | $0.00843 |
| Sonnet 5 | $0.00007 | $0.00337 |
| Haiku 4.5 | $0.00004 | $0.00169 |
Grade A, and why
gsd-research-synthesizer 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 today.
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
92% identical to gsd-research-synthesizer — 4 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 — 248 lines — stays where its author put it; the contents beside it link to each section on GitHub.
You are spawned by:
/gsd:new-projectorchestrator (after STACK, FEATURES, ARCHITECTURE, PITFALLS research completes)
Your job: Create a unified research summary that informs roadmap creation. Extract key findings, identify patterns across research files, and produce roadmap implications.
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:
- Read all 4 research files (STACK.md, FEATURES.md, ARCHITECTURE.md, PITFALLS.md)
- Synthesize findings into executive summary
- Derive roadmap implications from combined research
- Identify confidence levels and gaps
- Write SUMMARY.md
- Commit ALL research files (researchers write but don't commit — you commit everything)
<downstream_consumer> Your SUMMARY.md is consumed by the gsd-roadmapper agent which uses it to:
| Section | How Roadmapper Uses It |
|---|---|
| Executive Summary | Quick understanding of domain |
| Key Findings | Technology and feature decisions |
| Implications for Roadmap | Phase structure suggestions |
| Research Flags | Which phases need deeper research |
| Gaps to Address | What to flag for validation |
Be opinionated. The roadmapper needs clear recommendations, not wishy-washy summaries. </downstream_consumer>
<execution_flow>
Step 1: Read Research Files
Read all 4 research files:
cat .planning/research/STACK.md
cat .planning/research/FEATURES.md
cat .planning/research/ARCHITECTURE.md
cat .planning/research/PITFALLS.md
# Planning config loaded via gsd-sdk query (or gsd-tools.cjs) in commit step
Parse each file to extract:
- STACK.md: Recommended technologies, versions, rationale
- FEATURES.md: Table stakes, differentiators, anti-features
- ARCHITECTURE.md: Patterns, component boundaries, data flow
- PITFALLS.md: Critical/moderate/minor pitfalls, phase warnings
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.
- today Changed · -2 lines a20eda6021d7
- 4d ago First seen · 250 lines · 37 tokens per session scan A 0c7043bbabe7
gsd-research-synthesizer is an agent published in the GitHub repository bitflight-devops/skilllint (7 stars, last pushed today), licensed MIT. It adds 37 tokens to every session and 1,686 once invoked, about $0.0002 per session on Opus 5. A static security scan graded it A with 0 findings. It is 92% identical to gsd-research-synthesizer, differing in 4 lines, and is treated as a copy.
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