IgorGanapolsky
@IgorGanapolsky
Public Skills
cyberstrike-compare-not-clone
by IgorGanapolsky
CyberStrikeAI (Ed1s0nZ) turns NL intent into governed cybersecurity actions with HITL + RAG. Steal the FORMAT onto ThumbGate rails; never clone CyberStrike, Eino, WebShell, or C2. Slash: /cyberstrike-compare-not-clone.
zvec-grep-compare-not-clone
by IgorGanapolsky
zg (zvec-grep) is a local-first search layer (ripgrep + BM25 + vector), not a ThumbGate clone. Steal the four-route FORMAT onto existing rails; never install @zvec/zvec-grep. Slash: /zvec-grep-compare-not-clone.
jit-harness-compare-not-clone
by IgorGanapolsky
JIT-Agent (arXiv:2608.25593) is a harness-intelligence model, not a ThumbGate clone. Steal the four-module FORMAT (memory/planning/action/capability) onto existing rails; never train or download JIT-Agent. Slash: /jit-harness-compare-not-clone.
package-manager-honesty-doctor
by IgorGanapolsky
Audit lockfile/packageManager/CI install parity and fail-closed package-manager switches. Steal from InfoQ pnpm 12 (Rust rewrite) — do NOT migrate ThumbGate off npm. Prefer --ignore-scripts honesty. Slash: /package-manager-honesty-doctor.
nvidia-specdecode-al-doctor
by IgorGanapolsky
Fail-closed speculative-decoding AL/D doctor for ThumbGate. Checks speedup ≤ AL/(1+ρD), attention D=128/G-1, tile alignment, and maps to checkpoint-speculative-decoding-acceptance. Steal from NVIDIA co-design blog — never clone TensorRT/EAGLE/Model-Optimizer. Slash: /nvidia-specdecode-al-doctor.
graphify
by IgorGanapolsky
Query the local Graphify-Labs AST knowledge graph for ThumbGate architecture questions (what connects X to Y, explain a symbol, PreToolUse/gates/adapters). Slash: /graphify.
graphify
by IgorGanapolsky
"Use for any question about a codebase, its architecture, file relationships, or project content — especially when graphify-out/ exists, where the question should be treated as a graphify query first. Turns any input (code, docs, papers, images, videos) into a persistent knowledge graph with god nodes, community detection, and query/path/explain tools."
show-me
by IgorGanapolsky
Answer architecture / control-flow questions with a compact visual format (component tree, call stack, mermaid, annotated diff) instead of prose walls. House steal of ExplainX /show-me FORMAT — not affiliated. Slash: /show-me.
fleet-coordination
by IgorGanapolsky
Mandatory coordination contract for ANY agent working in IgorGanapolsky/ThumbGate. Runs automatically at session start (SessionStart hook). Before mutating shared repository or vault state, verify no other live agent owns this checkout, has an active vault claim on ThumbGate, or holds a Linear issue covering the same work. Invoke whenever you are about to edit shared files, create branches/worktrees, push, open a PR, or touch ~/Documents/AI-Agent-Sync. Prevents same-repo collisions (files deleted under a live agent, claims overwritten, work lost).
context-engineering-checklist
by IgorGanapolsky
HARD checklist before new skills, MCP tools, hooks/gates, plugins, or multi-agent workflows. Maps Hugging Face Context Course units 1–5 onto ThumbGate. Auto-invoke when creating SKILL.md, PreToolUse hooks, gate patterns, MCP tools, Grok workflows, slash commands, or when user says context engineering, HF context course, GSD, Ralph Loop, or agent context. Slash: /context-engineering-checklist.
autonomous-execution-mandate
by IgorGanapolsky
Self-directed autonomous execution mandate and workflow skill for ThumbGate agents. Enforces zero-human-intervention task chaining, proactive CI/Trunk monitoring, automated conflict resolution, and evidence-first reporting without requiring manual prompt nudges from the user.
gsd-ralph-context-loop
by IgorGanapolsky
Orchestrate coding work with GSD (Capture→Clarify→Organize→Execute→Review) and Ralph Loop (Observe→Act→Feedback→Promote→Enforce). Use parallel agents/workflows for multi-faceted tasks. Auto-invoke when user says GSD, Ralph Loop, get shit done, work in parallel agents, context course, or all of it for context engineering. Slash: /gsd-ralph-context-loop.
ThumbGate Brand Voice
by IgorGanapolsky
Make any ThumbGate-facing copy — landing/pricing/compare/guide pages, README, postinstall banners, CLI receipts, Reddit/LinkedIn/Bluesky/Threads posts, docs, outreach drafts, blog/launch content — sound like ThumbGate: direct, technical, honest, anti-hype. Use BEFORE writing or editing customer-facing or marketing text, and when the user says "write a landing page", "draft a Reddit/LinkedIn post", "write the README", "make this on-brand", "punch up this copy", or "review this copy for voice". Do NOT use for code comments, commit messages, internal notes, or non-ThumbGate copy — and never to add fabricated traction or unsupported claims (honesty is the brand).
thumbgate-feedback
by IgorGanapolsky
Capture thumbs up/down feedback into structured memories and prevention rules. Require one sentence of why before claiming memory promotion. Use when user gives explicit quality signals about agent work (e.g. "that worked", "that failed", "thumbs up/down"). Do NOT use for general questions, code generation, file operations, or any task that is not explicit feedback on prior agent output.
Agent Memory
by IgorGanapolsky
Give your agent persistent cross-session memory — recall what went wrong on similar tasks before starting, then capture whether the work succeeded or failed so repeated mistakes auto-promote into prevention rules. Runs locally via the ThumbGate MCP server (recall, capture_feedback, prevention_rules, feedback_stats) — no API key needed. Use when the user says "recall", "what went wrong last time", "remember this for next time", "capture feedback", "thumbs up/down on that", or at the start of a new task or session. Do NOT use when the user wants to force one specific mistake into an enforced block gate (use the thumbgate-guard skill), to list rules that already exist (thumbgate-rules), or to check ThumbGate wiring (thumbgate-doctor).
solve-architecture-autonomy
by IgorGanapolsky
Course-correct from over-planning to execution — when the agent has produced a plan, research, or options instead of doing work the user already approved, drop the analysis and execute the smallest end-to-end action now (branch, run, deploy, verify). Use when the user says "stop planning, just do it", "why are you researching, execute", "just ship it", "enough analysis", or pushes back that you keep proposing instead of acting on an already-decided task. Do NOT use when the task is genuinely undecided and needs a plan first, when the user explicitly asked for research/options/a design, or for routine work where no over-planning has occurred — acting on an unscoped or destructive task is its own failure.
thumbgate-blocked
by IgorGanapolsky
Show ThumbGate's enforcement record — how many risky actions were actually blocked versus warned, which gates fire most, the tokens/damage saved, and the full feedback to check to rejection pipeline. Reads live enforcement counters via the gate_stats and enforcement_matrix MCP tools (CLI fallback npx thumbgate gate-stats). Use when the user says "what has ThumbGate blocked", "show gate stats", "is enforcement working", "how many tokens did we save", "show the enforcement matrix", or "what got stopped". Do NOT use to list rule DEFINITIONS that exist (use the thumbgate-rules skill), to create a new rule (use the thumbgate-guard skill), or to check whether ThumbGate is installed and wired (use the thumbgate-doctor skill).
thumbgate-doctor
by IgorGanapolsky
Health-check whether ThumbGate is actually wired into this agent — PreToolUse/SessionStart hooks installed, MCP server reachable, lesson store present, statusline, and overall agent-readiness — then report exactly what to fix. Runs the existing npx thumbgate doctor audit and the check_operational_integrity MCP tool. Use when the user says "is ThumbGate wired up", "thumbgate doctor", "check my guardrails are installed", "why aren't my gates firing", "is the MCP server connected", or "agent readiness". Do NOT use to view rules (use the thumbgate-rules skill), to view what was blocked (use the thumbgate-blocked skill), or to capture a new rule (use the thumbgate-guard skill) — this skill only diagnoses setup and wiring.
thumbgate-guard
by IgorGanapolsky
Turn the agent's most recent mistake into an enforced ThumbGate prevention rule (a PreToolUse block gate) so the same bad tool call is intercepted before it runs again, in this and every future session across Claude Code, Cursor, Codex, Gemini, Amp, and Cline. Captures the failure with the capture_feedback MCP tool, then force-promotes it via npx thumbgate force-gate so it is enforced, not just logged. Use when the user says "guard against this", "block this from happening again", "never do that again", "make that a rule", "stop the agent from repeating that", or right after a bad action or thumbs-down that should become a hard rule. Do NOT use to merely log a thumbs-up/down without enforcement (use the thumbgate-feedback skill), to recall prior context before starting work (use the Agent Memory skill), or to list rules that already exist (use the thumbgate-rules skill).
thumbgate-protect
by IgorGanapolsky
Inspect this repo's branch and release governance (protected branches, release rules, protected-file globs) and, only when the user explicitly approves, grant a scoped, time-limited exception so a protected-file edit or publish can proceed under audit. Reads posture via the get_branch_governance MCP tool and records a narrow, expiring approval via the approve_protected_action MCP tool. Use when the user says "is main protected", "show branch governance", "what am I blocked from editing", "approve this protected change", or "let me edit a protected file just this once". Do NOT use to disable protection wholesale, to grant broad or standing exceptions, or to diagnose hook wiring (use the thumbgate-doctor skill) — this skill is for narrow, temporary, audited approvals only.
thumbgate-rules
by IgorGanapolsky
List the active ThumbGate prevention rules, reliability rules, and the promoted lessons behind them, so the user can see which guardrails are currently protecting this project and WHY each one exists. Reads the live rule and lesson stores via the prevention_rules, get_reliability_rules, and search_lessons MCP tools (CLI fallback npx thumbgate rules). Use when the user says "what is ThumbGate protecting me from", "show my rules", "show my gates", "what has the agent learned", "list active guardrails", or "what's blocked here". Do NOT use to CREATE a new rule (use the thumbgate-guard skill), to see runtime enforcement counts of what actually fired (use the thumbgate-blocked skill), or to diagnose whether ThumbGate is wired up at all (use the thumbgate-doctor skill).
task-state-ledger
by IgorGanapolsky
Maintain an external state ledger for any multi-step task (3+ steps, multi-PR, anything spanning more than one turn or touching production). Triggered when you notice yourself re-deriving "where am I" with repeated gh/git/curl dumps, when a task crosses turns, or when the user asks "why are you stuck/lost". Prevents the "lost" failure mode: re-discovering state every turn instead of reading it.
Skill: Verify Pricing Surfaces
by IgorGanapolsky
Plausible returns zeros → check PLAUSIBLE_API_KEY and site registration at plausible.io.
ci-failure-triage
by IgorGanapolsky
Triage a CI / PR check failure by READING the failure body before forming any hypothesis. Triggered whenever a required check is red, a PR is BLOCKED, a merge won't land, or you're about to call a failure "transient", "flaky", "stale", or "orphaned". Prevents dismissing a real failure (e.g. real CodeQL security alerts) as noise.
scope-discipline
by IgorGanapolsky
Keep one task closed-looped before starting the next. Triggered when a new problem surfaces mid-task (a bug, a security finding, a missing env var), when you're about to branch into unrelated work, or when you notice the session has sprawled across many half-finished threads. Prevents the "nothing ever lands" failure where each step spawns new work and none finishes.
revenue-truth
by IgorGanapolsky
Fetch live ThumbGate revenue, paid orders, and funnel telemetry from production billing endpoints. Use BEFORE answering any question about money, conversion, traffic, or "why we didn't make X." Never quote planning documents as actuals.
evidence-first-answer
by IgorGanapolsky
Required pre-flight before answering any "why" or "are we" question about revenue, conversion, outbound, traffic, or commercial state. Forces verification of live data and distinguishes planning docs from telemetry. Triggered automatically when the CEO asks "are you sure?" — that phrase means the previous answer was wrong.
Skill: ApplyOps Deploy
by IgorGanapolsky
Plausible domain is igorganapolsky.github.io, NOT thumbgate-production.up.railway.app.
Skill: Configure Analytics
by IgorGanapolsky
GA4: use THUMBGATE_GA_MEASUREMENT_ID when present; do not assume the dashboard is export-ready without provider credentials.
Skill: Pull Funnel Data
by IgorGanapolsky
Purchase count double-counts: verify success-page code does not emit Checkout Pro Purchase Completed; only the webhook should emit that canonical purchase event.
thumbgate-feedback
by IgorGanapolsky
Capture thumbs up/down feedback into structured memories and prevention rules. Use when user gives explicit quality signals about agent work (e.g. "that worked", "that failed", "thumbs up/down"). Do NOT use for general questions, code generation, file operations, or any task that is not explicit feedback on prior agent output.
skool-headless-reader
by IgorGanapolsky
Read, monitor, and analyze Skool communities or posts headlessly for lead discovery, customer pain, acquisition opportunities, or ThumbGate revenue research without blocking the user's browser.
programmatic-agent-runs
by IgorGanapolsky
Govern Cursor SDK local, cloud, self-hosted, and subagent coding runs before they create branches or PRs.
thumbgate
by IgorGanapolsky
Pre-action checks for AI coding agents — capture thumbs-up/down feedback, generate prevention rules, and block known-bad patterns before they execute. Use when setting up ThumbGate, capturing feedback on agent actions, checking active prevention rules, debugging blocked actions, or exporting DPO training data. Triggers on: "thumbgate", "check", "block mistake", "prevention rule", "feedback", "thumbs up", "thumbs down", "capture feedback", "what went wrong".
thumbgate
by IgorGanapolsky
"Pre-action checks for AI agents - capture thumbs-up/down feedback, generate prevention rules, block known-bad patterns. Use for setup, feedback capture, check debugging, or DPO training data export."
Agent Architect Kit ↔ ThumbGate Bridge
by IgorGanapolsky
If they ship stable entry IDs in their memory format, upgrade the bridge to do incremental imports (skip already-seen entries). Until then, treat this as a one-shot migration tool, not a sync daemon.
thumbgate
by IgorGanapolsky
ThumbGate provides pre-action gates for AI coding agents. It captures thumbs-up/down feedback on agent actions, auto-promotes repeated failures into prevention rules, and blocks known-bad tool calls via PreToolUse hooks. Trigger when the user wants to add safety guardrails to an AI agent workflow, capture structured feedback on agent output, generate prevention rules from failure patterns, gate high-risk actions before execution, or export DPO training pairs from production feedback. Works with any MCP-compatible agent including Cursor, Codex, Gemini CLI, Amp, and OpenCode.
bluesky-engagement
by IgorGanapolsky
Automated Bluesky reply monitoring and draft queueing for ThumbGate's acquisition engagement loop. Polls the AT Protocol notifications endpoint every 15 minutes, writes human-reviewable draft replies into a queue file, and never auto-posts without sign-off. Trigger when the user asks about Bluesky replies, engagement, reply monitoring, or wants to see/approve queued drafts. Also the authoritative reference for rotating the Bluesky app password or diagnosing monitor failures.
thumbgate
by IgorGanapolsky
Stop your AI from making the same mistake twice. Pre-Action Gates that block repeat hallucinations, retry loops, and known-bad tool calls before they reach the model — zero tokens spent on mistakes you've already corrected. Works with Claude Code, Cursor, Codex, Gemini CLI, Amp, OpenCode, and any MCP-compatible agent.
thumbgate
by IgorGanapolsky
ThumbGate provides pre-action gates for AI coding agents. It captures thumbs-up/down feedback on agent actions, auto-promotes repeated failures into prevention rules, and blocks known-bad tool calls via PreToolUse hooks. Trigger when the user wants to add safety guardrails to an AI agent workflow, capture structured feedback on agent output, generate prevention rules from failure patterns, gate high-risk actions before execution, or export DPO training pairs from production feedback. Works with any MCP-compatible agent including Cursor, Codex, Gemini CLI, Amp, and OpenCode.
capture-feedback
by IgorGanapolsky
Capture structured thumbs up/down feedback with context, history-aware lesson distillation, tags, and optional rubric scores after completing a task.
thumbgate-feedback
by IgorGanapolsky
Dual-write feedback to Amp MCP memory AND thumbgate for DPO export, analytics, and cross-platform portability
thumbgate-feedback
by IgorGanapolsky
Capture thumbs feedback and apply prevention rules before coding
setup
by IgorGanapolsky
Validate that the Codex bridge plugin is ready inside Claude Code. Use when the user asks to install, configure, or sanity-check Codex review from Claude.
adversarial-review
by IgorGanapolsky
Run a skeptical Codex review from Claude Code that hunts for hidden regressions, unsafe assumptions, and release risk. Use before merges, deploys, migrations, or other risky changes.
result
by IgorGanapolsky
Print the latest saved Codex bridge result from Claude Code without rerunning Codex. Use when the user asks for the last Codex output or wants to inspect the raw bridge result.
review
by IgorGanapolsky
Run a Codex review from Claude Code against the current uncommitted work, a base branch diff, or a specific commit. Use when the user explicitly asks for a Codex review or second reviewer.
second-pass
by IgorGanapolsky
Hand the current task or repo state to Codex for an independent second pass from inside Claude Code. Use when the user explicitly wants another agent to take a shot after Claude's first pass.
status
by IgorGanapolsky
Show the latest Codex bridge artifact metadata from Claude Code. Use when the user asks whether the bridge already ran, what mode it used, or where the result was saved.
prevention-rules
by IgorGanapolsky
Generate and review prevention rules auto-promoted from repeated failure patterns.
recall-context
by IgorGanapolsky
Recall relevant past failures, prevention rules, and context packs before starting a coding task.
search-lessons
by IgorGanapolsky
Search promoted lessons for corrective actions, lifecycle state, linked rules, and linked gates.
mcp-memory-gateway
by IgorGanapolsky
The Agentic Feedback Studio & Veto Layer. Persistent agent memory, high-density context packs, and Agentic Guardrails (V2V) for Claude Code, Codex, and Gemini.