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 IgorGanapolsky/ThumbGate --skill agent-architect-kitgit clone --depth 1 https://github.com/IgorGanapolsky/ThumbGateWrote 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/igorganapolsky/thumbgate/agent-architect-kit)<a href="https://agentmods.dev/skills/igorganapolsky/thumbgate/agent-architect-kit"><img src="https://agentmods.dev/badge/skills/igorganapolsky/thumbgate/agent-architect-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/igorganapolsky/thumbgate/agent-architect-kit"><img src="https://agentmods.dev/badge/skills/igorganapolsky/thumbgate/agent-architect-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 Agent Snooping · line 89 Skill enumerates or reads other installed skills. Access to other skills' SKILL.md files or the skills directory reveals prompt instructions, capabilities, and secrets that should be invisible to peer skills.Fix: Remove all code or instructions that list or read other skills' files or directories. Skills should operate independently; cross-skill access is a privilege escalation.
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 | $0.00000 | $0.01214 |
| Opus 5 | $0.00000 | $0.00607 |
| Sonnet 5 | $0.00000 | $0.00243 |
| Haiku 4.5 | $0.00000 | $0.00121 |
Grade A, and why
agent-architect-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 10d 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.
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 — 94 lines — stays where its author put it; the contents beside it link to each section on GitHub.
Agent Architect Kit ↔ ThumbGate Bridge
Status: shipped 2026-04-21. Test-backed. CLI-automatable. Safe to recommend publicly.
What this is
agent-architect-kit by @ultrathink-art is a CLAUDE.md + agent-role template kit that persists learnings as per-role markdown files (agents/state/memory/<role>.md). They solve the setup layer. ThumbGate solves the runtime-enforcement layer — PreToolUse hooks that actually block known-bad tool calls instead of hoping the agent reads its memory file.
The two stacks are complementary. A team running architect-kit graduates to ThumbGate when their markdown memory grows past the ~80-line ceiling their own memory-directive.md enforces, or when they want their operations meta-agent to do more than edit instructions — actually prevent the failing action.
This bridge turns that graduation into a one-shot command.
The bridge
What it does
scripts/integrations/architect-kit-memory-bridge.js walks an architect-kit memory directory, parses each per-role .md file, and emits one ThumbGate feedback entry per qualifying line:
| architect-kit section | → ThumbGate signal | notes |
|---|---|---|
## Mistakes |
down with whatWentWrong |
every entry becomes a thumbs-down lesson |
## Learnings |
up with whatWorked |
every entry becomes a thumbs-up memory |
## Stakeholder Feedback |
up/down depending on keywords |
"rejected", "broken", "wrong", "hate", etc. flip negative |
## Session Log |
skipped | too granular to be useful in a searchable lesson DB |
Every ingested entry is tagged architect-kit, role:<name>, and the source section, so imports are auditable and rollbackable.
How to run it
Dry-run first (no writes, prints classification):
npm run integrations:architect-kit:import -- \
--dir=/path/to/agents/state/memory \
--dry-run --json
Real import (writes to ThumbGate feedback log):
npm run integrations:architect-kit:import -- \
--dir=/path/to/agents/state/memory
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.
- 10d ago First seen · 94 lines · 0 tokens per session scan A 68407f34cb38
agent-architect-kit is a skill published in the GitHub repository IgorGanapolsky/ThumbGate (26 stars, last pushed today), licensed MIT. It costs nothing until one of its globs matches a file; then it loads 1,214 tokens. 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 2026-08-30.
Other skills, from other repositories
agentguard
Runtime guardrails for AI coding agents. Stop loops, budget overruns, retry storms, and timeouts before they burn money. Zero dependencies, local-first, MIT licensed.
crm-pipeline-playbook
How to answer pipeline, renewal, and account-health questions using the CRM tools.
deciding-who-decides
Decides who holds authority for a change — the agent at the edge or a human gate — by matching decision rights to reversibility, evidence, and consequence, and names the escalation trigger. Use when an agent could act on something irreversible, trust-bearing, or thinly evidenced. Do not use for trivial reversible…
staying-on-mission
Tests the current work against a written, lasting mission anchor and forces one choice, re-anchor, escalate, or stop. Use when an agent keeps finishing tasks but the work drifts from the goal, scope creeps, the same action repeats in a loop, or standards slip one small step at a time. Do not use for a tiny edit with…
verifying-final-artifacts
Verifies the delivered artifact a consumer actually receives (a figure, chart, PDF, SVG, screenshot, compiled build, or deployed response) by regenerating it fresh and directly observing the output, not the source that produces it, and ends in one honest verdict. Use when the deliverable is a produced artifact and…
closing-stale-packets
Brings an abandoned or half-filled change packet to an honest terminal state by completing it, closing it with a recorded rationale, or deleting it. Use when ng status flags a scaffold or invalid packet, a long session left a draft behind, or work was abandoned mid-packet. Do not use for an actively in-progress…