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 MichelKerkmeester/skilled-agent-harness_spec-driven-loops --skill system-spec-kitgit clone --depth 1 https://github.com/MichelKerkmeester/skilled-agent-harness_spec-driven-loopsWrote 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/michelkerkmeester/skilled-agent-harness_spec-driven-loops/system-spec-kit)<a href="https://agentmods.dev/skills/michelkerkmeester/skilled-agent-harness_spec-driven-loops/system-spec-kit"><img src="https://agentmods.dev/badge/skills/michelkerkmeester/skilled-agent-harness_spec-driven-loops/system-spec-kit/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/michelkerkmeester/skilled-agent-harness_spec-driven-loops/system-spec-kit"><img src="https://agentmods.dev/badge/skills/michelkerkmeester/skilled-agent-harness_spec-driven-loops/system-spec-kit.svg" alt="Reviewed on agentmods" width="80" height="20"></a>- NVIDIA SkillSpector warn
SkillSpector: 1 finding, up to medium
These are SkillSpector’s own severities. On a checked sample its high-severity flags on skills were ~96% false positives — a documented command, a public API, a “never do X” rule — so we show them as a caution to read, not a verdict. Why →
- medium Prompt Injection · line 69 Large whitespace padding was detected (a block of blank lines or a long run of spaces). This can push injected instructions below or to the right of the visible area so a human reviewer never sees them while the agent still reads them. Manual review of the hidden content is recommended.Fix: Remove the large whitespace padding (blank-line blocks or long space runs) and review any content hidden below or to the right of it. Keep skill files compact and reviewable so no instructions can be
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 | $0.00032 | $0.09787 |
| Opus 5 | $0.00016 | $0.04894 |
| Sonnet 5 | $0.00006 | $0.01957 |
| Haiku 4.5 | $0.00003 | $0.00979 |
Grade A, and why
system-spec-kit 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.
How it starts
The opening of the file, as written. The whole thing — 584 lines — stays where its author put it; the contents beside it link to each section on GitHub.
Spec Kit - Mandatory Conversation Documentation
Orchestrates mandatory spec folder creation for all conversations involving file modifications. Ensures proper documentation level selection (1-3+), template usage, and context preservation through AGENTS.md-enforced workflows.
1. WHEN TO USE
What is a Spec Folder?
A spec folder is a numbered directory (e.g., 007-auth-feature/) that contains documentation for a single feature/task or a coordinated packet of related phase work:
Spec folders may also be nested as coordination-root packets with direct-child phase folders (e.g., specs/02--track/022-feature/011-phase/002-child/).
- Purpose: Track specifications, plans, tasks, and decisions for one unit of work
- Location: Under
specs/using either###-short-name/at the root or nested packet paths for phased coordination - Contents: Markdown files (spec.md, plan.md, tasks.md, and implementation-summary.md when work is complete) plus optional support folders such as
scratch/,research/, orreview/
Think of it as a "project folder" for AI-assisted development - it keeps context organized and enables session continuity.
Activation Triggers
MANDATORY for ALL file modifications:
- Code files: JS, TS, Python, CSS, HTML
- Documentation: Markdown, README, guides
- Configuration: JSON, YAML, TOML, env templates
- Templates, knowledge base, build/tooling files
Request patterns that trigger activation:
- "Add/implement/create [feature]"
- "Fix/update/refactor [code]"
- "Modify/change [configuration]"
- Positive keywords include add, implement, fix, update, create, modify, rename, delete and configure. The authoritative Gate 3 classifier intentionally omits
analyze,decomposeandphasefrom positive triggers;analyzeis a read-only disqualifier unless a real write, memory-save or resume trigger is also present.
What ships with it
60 files 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.
- .npmrc 25 B
- ARCHITECTURE.md 16 KB
- assets/complexity-decision-matrix.md 11 KB
- assets/level-decision-matrix.md 15 KB
- assets/parallel-dispatch-config.md 5.8 KB
- assets/template-mapping.md 18 KB
- benchmark/reports/2026-08-11--manual-testing-playbook--claude-adapter/failed-runs.md 133 B
- benchmark/reports/2026-08-11--manual-testing-playbook--claude-adapter/findings-and-recommendations.md 181 B
- benchmark/reports/2026-08-11--manual-testing-playbook--claude-adapter/README.md 1.3 KB
- benchmark/reports/2026-08-11--manual-testing-playbook--claude-adapter/results.csv 329 B
- benchmark/reports/2026-08-11--manual-testing-playbook--claude-adapter/skill-benchmark-report.json 5.9 KB
- benchmark/reports/2026-08-11--manual-testing-playbook--claude-adapter/skill-benchmark-report.md 1.6 KB
- benchmark/reports/2026-08-11--manual-testing-playbook--claude-adapter/source.md 884 B
- benchmark/reports/2026-08-11--manual-testing-playbook--claude-registered-path-final/failed-runs.md 147 B
- benchmark/reports/2026-08-11--manual-testing-playbook--claude-registered-path-final/findings-and-recommendations.md 195 B
- benchmark/reports/2026-08-11--manual-testing-playbook--claude-registered-path-final/README.md 1.4 KB
- benchmark/reports/2026-08-11--manual-testing-playbook--claude-registered-path-final/results.csv 338 B
- benchmark/reports/2026-08-11--manual-testing-playbook--claude-registered-path-final/skill-benchmark-report.json 7.7 KB
- benchmark/reports/2026-08-11--manual-testing-playbook--claude-registered-path-final/skill-benchmark-report.md 1.7 KB
- benchmark/reports/2026-08-11--manual-testing-playbook--claude-registered-path-final/source.md 832 B
- benchmark/reports/2026-08-11--manual-testing-playbook--claude-registered-path-verified/failed-runs.md 150 B
- benchmark/reports/2026-08-11--manual-testing-playbook--claude-registered-path-verified/findings-and-recommendations.md 198 B
- benchmark/reports/2026-08-11--manual-testing-playbook--claude-registered-path-verified/README.md 1.4 KB
- benchmark/reports/2026-08-11--manual-testing-playbook--claude-registered-path-verified/results.csv 341 B
- benchmark/reports/2026-08-11--manual-testing-playbook--claude-registered-path-verified/skill-benchmark-report.json 8.0 KB
- benchmark/reports/2026-08-11--manual-testing-playbook--claude-registered-path-verified/skill-benchmark-report.md 1.7 KB
- benchmark/reports/2026-08-11--manual-testing-playbook--claude-registered-path-verified/source.md 835 B
- benchmark/reports/2026-08-11--manual-testing-playbook--codex-adapter/failed-runs.md 132 B
- benchmark/reports/2026-08-11--manual-testing-playbook--codex-adapter/findings-and-recommendations.md 180 B
- benchmark/reports/2026-08-11--manual-testing-playbook--codex-adapter/README.md 1.3 KB
- benchmark/reports/2026-08-11--manual-testing-playbook--codex-adapter/results.csv 324 B
- benchmark/reports/2026-08-11--manual-testing-playbook--codex-adapter/skill-benchmark-report.json 5.9 KB
- benchmark/reports/2026-08-11--manual-testing-playbook--codex-adapter/skill-benchmark-report.md 1.6 KB
- benchmark/reports/2026-08-11--manual-testing-playbook--codex-adapter/source.md 883 B
- benchmark/reports/2026-08-11--manual-testing-playbook--codex-registered-path-final/failed-runs.md 146 B
- benchmark/reports/2026-08-11--manual-testing-playbook--codex-registered-path-final/findings-and-recommendations.md 194 B
- benchmark/reports/2026-08-11--manual-testing-playbook--codex-registered-path-final/README.md 1.4 KB
- benchmark/reports/2026-08-11--manual-testing-playbook--codex-registered-path-final/results.csv 336 B
- benchmark/reports/2026-08-11--manual-testing-playbook--codex-registered-path-final/skill-benchmark-report.json 7.7 KB
- benchmark/reports/2026-08-11--manual-testing-playbook--codex-registered-path-final/skill-benchmark-report.md 1.6 KB
- benchmark/reports/2026-08-11--manual-testing-playbook--codex-registered-path-final/source.md 831 B
- benchmark/reports/2026-08-11--manual-testing-playbook--codex-registered-path-verified/failed-runs.md 149 B
- benchmark/reports/2026-08-11--manual-testing-playbook--codex-registered-path-verified/findings-and-recommendations.md 197 B
- benchmark/reports/2026-08-11--manual-testing-playbook--codex-registered-path-verified/README.md 1.4 KB
- benchmark/reports/2026-08-11--manual-testing-playbook--codex-registered-path-verified/results.csv 339 B
- benchmark/reports/2026-08-11--manual-testing-playbook--codex-registered-path-verified/skill-benchmark-report.json 8.0 KB
- benchmark/reports/2026-08-11--manual-testing-playbook--codex-registered-path-verified/skill-benchmark-report.md 1.7 KB
- benchmark/reports/2026-08-11--manual-testing-playbook--codex-registered-path-verified/source.md 834 B
- benchmark/reports/2026-08-11--manual-testing-playbook--cursor-adapter/failed-runs.md 133 B
- benchmark/reports/2026-08-11--manual-testing-playbook--cursor-adapter/findings-and-recommendations.md 181 B
- benchmark/reports/2026-08-11--manual-testing-playbook--cursor-adapter/README.md 1.3 KB
- benchmark/reports/2026-08-11--manual-testing-playbook--cursor-adapter/results.csv 337 B
- benchmark/reports/2026-08-11--manual-testing-playbook--cursor-adapter/skill-benchmark-report.json 6.0 KB
- benchmark/reports/2026-08-11--manual-testing-playbook--cursor-adapter/skill-benchmark-report.md 1.6 KB
- benchmark/reports/2026-08-11--manual-testing-playbook--cursor-adapter/source.md 884 B
- benchmark/reports/2026-08-11--manual-testing-playbook--cursor-native-host-final/failed-runs.md 135 B
- benchmark/reports/2026-08-11--manual-testing-playbook--cursor-native-host-final/findings-and-recommendations.md 183 B
- benchmark/reports/2026-08-11--manual-testing-playbook--cursor-native-host-final/README.md 1.3 KB
- benchmark/reports/2026-08-11--manual-testing-playbook--cursor-native-host-final/results.csv 399 B
- benchmark/reports/2026-08-11--manual-testing-playbook--cursor-native-host-final/skill-benchmark-report.json 4.7 KB
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 Changed d1fc34c45870
- 3d ago Changed · +32 lines ad990c9c8d27
- 4d ago Changed · +16 lines 8c9c179b921d
- 6d ago Changed · -3 lines · +3 tokens per session scan C → A 52a40a89321e
- 8d ago First seen · 539 lines · 29 tokens per session scan C 1d945f93715e
system-spec-kit is a skill published in the GitHub repository MichelKerkmeester/skilled-agent-harness_spec-driven-loops (35 stars, last pushed yesterday), licensed MIT. It adds 32 tokens to every session and 9,787 once invoked, about $0.0002 per session on Opus 5. A static security scan graded it A with 0 findings. No closer match exists in the catalogue, so it is treated as the original; first seen 2026-09-03.
Other skills, from other repositories
systematic-debugging
Use when encountering any bug, test failure, or unexpected behavior, before proposing fixes.
local-ai-agents
Build local-first AI agents that run entirely on a developer workstation with Microsoft Foundry Local and Qwen function-calling models. Covers Small Language Models (SLMs), the OpenAI-compatible local endpoint, sandboxed local tools, local RAG with Chroma, local MCP servers, hybrid cloud/local routing, and the…
next-cache-components-adoption
Turn on Cache Components in a Next.js app and resolve the blocking routes it surfaces. Use when the user wants to enable, adopt, or migrate to Cache Components, flip the cacheComponents flag, work through a flood of blocking-prerender / instant validation errors, run the cache-components-instant-false codemod, or…
insight-error-page
Write or audit an insight-kind error page for the Next.js dev overlay. Use when creating a new errors/ .mdx page, auditing an existing one, or checking that a page matches the framework fix cards. Covers page structure, title alignment, FixCard cards with Copy prompt button, code snippets, terminology verification…
next-cache-components-optimizer
Drive a Next.js route to instant navigation by setting up an agentic loop, under Cache Components / PPR, on initial load (hard navigation) and client-side navigation (soft navigation). Encode the goal as a failing @next/playwright instant() e2e and work it to green, one verified route at a time; the shipped test then…
next-partial-prefetching-adoption
Turn on Partial Prefetching in a Next.js app and work through the insights it surfaces. Use when the user wants to enable or adopt Partial Prefetching, flip the partialPrefetching flag, opt routes in with export const prefetch = 'partial', audit Link prefetch={true} behavior, preserve existing prefetched UI with…