AI FinOps & Autonomous Loop Breaker Suite
What this bundle does:
A complete cost-governance and operational reliability engine for AI coding agents (Claude Code, Cursor, Windsurf, Antigravity). It solves the compounding problem of budget overruns, uncontrolled retry loops, and unmonitored MCP tool failures.
The Enabled Workflow:
- Dynamic Model Router scores incoming prompts and assigns the most cost-effective LLM tier (Flash-Lite vs Flash vs Pro), cutting routine API spend by up to 75%.
- Circuit Breaker Sentinel monitors repetitive execution patterns and halts recursive hallucination loops at 3 failures, preventing token hemorrhage.
- Weekly FinOps Token Budget aggregates per-task and per-model consumption into a deterministic audit ledger.
- (Bonus) MCP Doctor validates local MCP tool manifests, preventing tool-call schema crashes before calls hit the LLM.
Who it is for:
Engineering teams, solo founders, and AI developers running autonomous agents locally or in CI/CD pipelines who need deterministic token budgeting and fail-safe execution.
Works with any agent that signs in to Agensi, such as Claude, ChatGPT, Claude Code, Cursor and Codex CLI.
One payment, lifetime access. 3 skills unlock instantly in your library.
What's included
3 skills
3-tier routing matrix (Flash-Lite vs Flash vs Pro/Sonnet) that slashes LLM API costs by 75-85% automatically.
Halt costly AI self-healing loops with strict 3-strike failure limit and mandatory root-cause rubber-ducking.
Automated weekly token ledger tracking task attribution, multi-model splits (Flash vs Pro), and local vs cloud compute.
See it in action
Dynamic Model Router — 3-Tier FinOps Routing Matrix
Example session with this skill installed
Analyze my 50 most recent agent task logs and show the cost comparison between default Claude 3.5 Sonnet vs 3-Tier Dynamic Model Routing.
- Read your context and instructions
- Compiled the dynamic model router
FinOps Model Routing Simulation (50 Tasks Analyzed)
| Tier Category | Task Distribution | Default Model (Sonnet 3.5) | Optimized Routing Matrix | Cost Reduction |
|---|---|---|---|---|
| Tier 1: Low (Regex, format, typos) | 22 tasks (44%) | $3.30 | Gemini Flash-Lite: $0.08 | -97.5% |
| Tier 2: Medium (Scripts, HTML, QA) | 20 tasks (40%) | $9.00 | Gemini Flash: $0.90 | -90.0% |
| Tier 3: High (Deep architecture, RFC) | 8 tasks (16%) | $7.20 | Claude Sonnet: $7.20 | 0.0% (Quality locked) |
| TOTAL | 50 tasks | $19.50 | $8.18 | -58.1% NET |
Configured Routing Rule:
Installed zero-overhead routing hook in rules/model_routing.md.
Next Steps:
Enable automated router hook: python3 scripts/model_router.py --daemon.
How to use
- 1
Connect your agent to the Agensi MCP
Copy the prompt and paste it into Claude, ChatGPT, Cursor or any agent that supports MCP. It sets up the connection for you. Manual setup
- 2
Sign in to Agensi
Your agent shows a sign-in link. Sign in and click Allow.
- 3
Ask for what you need
Your agent loads these skills and uses them on your task. It always asks before any payment.
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