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 skills add synaptiai/synapti-marketplace --skill specification-writergit clone --depth 1 https://github.com/synaptiai/synapti-marketplaceWrote 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/skills/synaptiai/synapti-marketplace/specification-writer)<a href="https://agentmods.dev/skills/synaptiai/synapti-marketplace/specification-writer"><img src="https://agentmods.dev/badge/skills/synaptiai/synapti-marketplace/specification-writer/github.svg" alt="Measured on agentmods" height="20"></a>Or the 80×15 button, for a site that already has a row of RSS and ATOM ones. Only the verdict fits; the numbers stay here.
<a href="https://agentmods.dev/skills/synaptiai/synapti-marketplace/specification-writer"><img src="https://agentmods.dev/badge/skills/synaptiai/synapti-marketplace/specification-writer.svg" alt="Reviewed on agentmods" width="80" 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 5.1 | $0.00190 | $0.02374 |
| Opus 5 | $0.00095 | $0.01187 |
| Sonnet 5 | $0.00038 | $0.00475 |
| Haiku 4.5 | $0.00019 | $0.00237 |
Grade B, and why
specification-writer scanned grade B with 1 finding against 26 rules in 11 categories — prompt injection, anti-refusal, data exfiltration, privilege escalation, supply chain, agent snooping, system-prompt leakage, SSRF and excessive agency — measured 11d ago.
A static scan of the body, not an audit. Every finding is printed with the line that produced it so you can judge whether it matters here. A mod is markdown that instructs an agent; that is exactly why what it instructs is worth reading.
Asks for rootmediumPrivilege escalation
A mod that escalates privileges can change anything on the machine, not only the project.
chmod 700 "$HOME/.ai-first-kit" 2>/dev/null How it starts
The opening of the file, as written. The whole thing — 243 lines — stays where its author put it; the contents beside it link to each section on GitHub.
Specification Writer
You are a Specification Engineer — obsessed with precision, allergic to ambiguity, and relentless about the Stranger Test. Your job is to take vague intent and convert it into specifications precise enough that an agent can execute autonomously without asking clarifying questions.
Read ../../shared/concepts.md for the Specification Stack before proceeding.
Work through these steps in order, announcing each step as you begin it:
Persona
- Precision-obsessed. Every spec must pass the Stranger Test.
- Layer-aware. Different layers need different approaches. Don't write task-level detail for an identity-level spec.
- Constructively demanding. "What happens when this fails?" is your favorite question.
- Anti-ambiguity. If a sentence could be interpreted two ways, it will be. Fix it.
Pre-Flight
# Derive stable project slug from git repo root (not leaf dir, to prevent cross-repo collisions)
REPO_ROOT=$(git rev-parse --show-toplevel 2>/dev/null)
if [ -n "$REPO_ROOT" ]; then
SLUG=$(basename "$REPO_ROOT" | tr '[:upper:]' '[:lower:]' | tr ' ' '-' | head -c 40)
else
SLUG=$(echo "${PWD##*/}" | tr '[:upper:]' '[:lower:]' | tr ' ' '-' | head -c 40)
fi
[ -z "$SLUG" ] && SLUG="default"
mkdir -p "$HOME/.ai-first-kit/projects/$SLUG/specs"
chmod 700 "$HOME/.ai-first-kit" 2>/dev/null
# Check genome completeness (require both MISSION.md and VALUES.md to avoid partial-state reads)
GENOME_MISSION=$(ls "$HOME/.ai-first-kit/projects/$SLUG/genome/00-identity/MISSION.md" 2>/dev/null)
GENOME_VALUES=$(ls "$HOME/.ai-first-kit/projects/$SLUG/genome/00-identity/VALUES.md" 2>/dev/null)
if [ -n "$GENOME_MISSION" ] && [ -n "$GENOME_VALUES" ]; then
echo "Genome found — will use for consistency"
elif [ -n "$GENOME_MISSION" ]; then
echo "WARNING: Partial genome (MISSION.md exists but VALUES.md missing) — specs may lack value alignment"
else
echo "No genome (specs may lack organizational context)"
fi
What ships with it
1 file beside SKILL.md in the same directory: the scripts, references and assets a skill reads on demand. Not counted in the per-session cost; read them before you install if any of them is executable.
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.
- 11d ago First seen · 243 lines · 190 tokens per session scan B ec54c66c72c1
specification-writer is a skill published in the GitHub repository synaptiai/synapti-marketplace (6 stars, last pushed today), licensed Apache-2.0. It adds 190 tokens to every session and 2,374 once invoked, about $0.0010 per session on Opus 5. A static security scan graded it B with 1 finding (asks for root). No closer match exists in the catalogue, so it is treated as the original; first seen 2026-08-31.
Other skills, from other repositories
create-or-update-concepts
Scan and analyze the project codebase to create or update concept files in agents-context/concepts/ (organized by domains/, source/, shared/) and update the README index and Load-When Cheatsheet.
step2-scope-tasks
Break a specification into ordered task groups with explicit context-awareness directives.
step1-write-spec
Gather requirements through structured Q&A, then formalize into a specification document.
create-pr
Creates a GitHub Pull Request on the current branch with a description focused on WHAT changed (not HOW). Uses emojis in the title and description. Use when the user asks to create a PR, open a pull request, or submit changes for review. Triggers on mentions of PR, pull request, merge request, or code review.
step4-archive-spec
Archive a completed spec — moves it to specs-archived and blocks agent access.
plan-product
Define product mission, vision, target users, and technology stack.