Turnkey MCP SRE Guards
For Cursor IDE & Claude Desktop.
Intercept 30 critical production crashes live while coding in Cursor IDE or Claude Desktop. 100% offline, zero-dependency stdio engine with sub-100ms AST diagnostics. Plus: Includes full 500-sample fine-tuning twin (Parquet, JSONL, Unsloth) for in-house enterprise models.
Quantitative Protection Impact
Live comparison: Raw Cursor/Copilot AI code generation vs. Real-time Emgena MCP Guard protection across 30 production incidents.
Executes synchronous requests.get() inside async routes, blocking the event loop thread under burst traffic.
Leaves unclosed AsyncSessions in FastAPI Depends(), triggering QueuePool limit exhaustion.
Runs single-step ALTER TABLE ADD COLUMN NOT NULL with full ACCESS EXCLUSIVE table locking.
Zero self-healing: Fails permanently on tool timeout or permission errors.
Real-time AST Linter: Catches blocking requests.get() inside async routes and injects httpx.AsyncClient instantly.
Connection Leak Shield: Enforces strict async session context managers & eager selectinload query optimization.
Zero-Downtime DDL Validator: Prevents ACCESS EXCLUSIVE locks and enforces 3-phase schema migrations.
Instant Remediation: Injects exact incident remediation diffs directly into your editor context.
Experience The MCP Guard Live in Action
Select a real production crash scenario below. Watch how the Emgena MCP Guard intercepts dangerous AI code in Cursor IDE & Claude Desktop, explains the root cause in <thought> tags, and injects 100% AST-verified production fixes in sub-millisecond time (<0.15ms).
@app.post("/api/v1/webhook")
async def handle_payment_webhook(payload: WebhookPayload):
- # ❌ Synchronous CPU crypto blocks asyncio event loop
- valid = hmac.new(SECRET, payload.raw_bytes, hashlib.sha256).hexdigest() == payload.sig
return {"status": valid}+ from starlette.concurrency import run_in_threadpool
+ import hmac, hashlib
@app.post("/api/v1/webhook")
async def handle_payment_webhook(payload: WebhookPayload):
+ # ✅ Offloaded: Event loop stays non-blocking
+ valid = await run_in_threadpool(verify_hmac, SECRET, payload.raw_bytes, payload.sig)
return {"status": valid}1. Static AST visitor flagged node Call(func=Attribute(value=Name('hmac'), attr='new')) nested inside AsyncFunctionDef('handle_payment_webhook').
2. Root-Cause: CPU-bound SHA256 crypto executes synchronously in the asyncio event loop thread without threadpool delegation.
3. Rule Match: RULE_FASTAPI_SYNC_CRYPTO_IN_ASYNC (Confidence: 100%).
4. Action: Injecting starlette.concurrency.run_in_threadpool wrapper. Verifying AST integrity via ast.parse()... 0 syntax errors.
Model Context Protocol (MCP) Tools
For Cursor IDE & Claude Desktop
Don't want to fine-tune raw datasets? Plug our 100% offline, zero-dependency MCP servers directly into Cursor or Claude Desktop. Sub-100ms AST incident diagnosis, SQL tuning, and cloud defense directly inside your editor.
SRE Incident Guard MCP
Instantly diagnoses runtime error tracebacks (FastAPI, Celery, SQLAlchemy, vLLM, K8s) and outputs AST-verified patches in <100ms.
- ✓ 4 Native MCP Tools
- ✓ 300+ Incident Blueprints
- ✓ 1-Click .bat & .sh Installer
- ✓ 1,000-Sample Fine-Tune Parquet
SecOps Cloud Armor MCP
Real-time scanner for SSRF, cloud metadata access (169.254.169.254), IAM wildcard leaks, and container privilege breakouts.
- ✓ IAM & Egress Firewall Tools
- ✓ 300+ SecOps Signatures
- ✓ Weight Poisoning Quarantine
- ✓ 1,000-Sample Fine-Tune Parquet
DataOps Performance MCP
Deep EXPLAIN plan analyzer, missing index recommender, and Alembic zero-downtime exclusive lock guard.
- ✓ EXPLAIN (BUFFERS) Parser
- ✓ Connection Pool Starvation Guard
- ✓ Cache Stampede Mutex Checker
- ✓ 1,000-Sample Fine-Tune Parquet
Full-Stack MCP Trinity
The complete engineering triad: SRE Incident Guard + SecOps Cloud Armor + DataOps Query Performance in one unified package.
- ✓ All 12 Native MCP Tools
- ✓ 900+ Verified Blueprints
- ✓ Consolidated Unified Configs
- ✓ 5,000-Sample Master Dataset
Need a Custom MCP Guard for Your In-House Codebase & APIs?
Our factory compiles your company's proprietary architecture rules, internal API schemas, and historical post-mortems into a 100% private, zero-telemetry Cursor MCP server within 48 hours.
Browse Production MCP Guards
290 live MCP plugins and domain villages across 185 enterprise verticals. Single Guards from 29 €, Full Villages from 99 €. Instant self-checkout with EU VAT invoice.
LEVEL 2 • HOUSE + MCP PLUGIN
500 Samples
CodeArchitect Pro + MCP Guard
Cursor/Claude ReadyTurnkey 1-click Cursor & Claude MCP Plugin (<100ms AST incident heal) + 500 multi-turn FAANG v2.0 scenarios.
LEVEL 1 • BLOCK
500 Incidents
K8s CrashLoop Incident Triage
6 BlocksAutonomous pod diagnostics, OOMKilled mitigation, and ingress routing triage.
LEVEL 3 • VILLAGE
2.000 Samples
CyberDefense SOC Village
8 Modular Blocks Included!DDoS mitigation, SIEM alert triage, zero-day containment, eBPF probes, and live token revocation.
LEVEL 3 • VILLAGE
2.000 Samples
Autonomous Swarm Resilience
6 BlocksLangGraph state machines, consensus guards, memory pruning, and tool delegation.
LEVEL 2 • HOUSE
2.000 Samples
pgvector & Supabase DBA
5 BlocksHNSW indexing tuning, hybrid RRF search, row level security policies, and vacuum ops.
LEVEL 3 • VILLAGE
2.000 Samples
Cloud Backend Resilience
7 BlocksDistributed circuit breakers, Redis distributed caching, and zero-downtime migrations.
LEVEL 3 • VILLAGE
2.000 Samples
DataOps & Lakehouse Streaming
4 BlocksKafka streaming pipelines, dbt data lineage repairs, and BigQuery / Snowflake ops.
LEVEL 3 • VILLAGE
2.000 Samples
FinTech & Trading Systems
4 BlocksOrder execution race conditions, WebSocket stream recovery, and ledger reconciliations.
The 4-Tier Guard Hierarchy
From atomic single-incident MCP problem solvers to complete universal enterprise villages. Scales smoothly with your editor and team.
The Building Blocks (Atomic Guards)
Single, highly specialized MCP problem solvers for Cursor & Claude Desktop (e.g., Celery Workers, Redis Caching, mypy Resolver, DDoS Mitigation, Token Revocation).
The Houses (Department Suites)
Full vertical MCP suites composed of 3–5 coordinated guards (e.g., Python Backend House, pgvector DBA House, MedOps House, Swarm Master House).
The Villages (Turnkey Bundles)
Turnkey industry bundles with 30 production incident guards across 4 houses & 8 building blocks (e.g. CyberDefense SOC, Swarm Resilience, DataOps Lakehouse).
The Metropolis
The complete OmniMCP enterprise campus: 46,500 incidents across all 93 software domains with lifetime updates.
Built for Regulated Enterprise Teams
Zero copyright risks, zero PII liability, and audited compliance with European Union artificial intelligence laws.
100% AST Guarantee
Every Python code snippet is pre-compiled via ast.parse(). If you discover a single syntax error, we issue an instant 100% refund.
EU AI Act Audited
Fully compliant with Articles 50 & 53 transparency mandates. Every package includes a machine-readable EU_AI_ACT_COMPLIANCE.md audit certificate.
GDPR Zero-PII
Sanitized with RFC 2606 (@example.com) and RFC 5737 (192.0.2.0/24). Zero personal data, zero private keys, and zero corporate secrets.
1-Click Colab Trainer
No expensive RTX GPU required. Every download includes train_lora_unsloth.ipynb to fine-tune in under 10 minutes on Google Colab's free T4 tier.
Turnkey AI Training Suites
Instant download via AWS S3. Automated EU VAT invoicing and corporate reverse-charge supported at checkout.
CodeArchitect Python Pro
500 FAANG v2.0 multi-turn scenarios across 10 Python backend architectures.
- ✓ 500 Multi-Turn Incidents (7 Turns)
- ✓ Parquet, JSONL, ShareGPT & Alpaca
- ✓ Google Colab .ipynb Notebook Included
- ✓ 1-Click verify_dataset.py Audit Script
- ✓ 100% Commercial EULA License
OmniMCP Metropolis Ultimate
The complete AI foundation: 74,500 enterprise scenarios across 148 software and industry domains (175.9 MB ZIP).
- ✓ 74,500 Verified Incidents (< 0.004 € / sample!)
- ✓ 148 Enterprise Software Verticals
- ✓ Full Master Parquet + Master JSONL
- ✓ Turnkey Unsloth, Axolotl & TRL Colab Notebooks
- ✓ Commercial Unlimited Team EULA + EU AI Act Cert
- ✓ 100% AST Syntax Guarantee Included
FastAPI Async Starter Pack
Full commercial starter pack with 25 AST-verified samples and all formats to test on your local stack.
- ✓ 25 Production FastAPI Samples
- ✓ Parquet, JSONL & ShareGPT Formats
- ✓ 1-Click Unsloth Google Colab Script
- ✓ Instant S3 Download via Gumroad
14-Day Zero-Risk Guarantee & EU VAT Invoicing
Works out-of-the-box in Cursor IDE, Windsurf & Claude Desktop or 100% immediate refund within 14 days. Automated corporate tax invoice with Reverse-Charge support.
Audit Your Repo in 0.05 Seconds
Run our zero-dependency CLI scanner locally. Detects the Top-10 production SRE and security crashes across Python and Docker without sending a single byte to external servers.
curl -sSL https://emgena.com/static/scan.py | python3 - .Frequently Asked Questions
Can I use these datasets for commercial AI models and client deployments? ▼
Yes, 100%. Every purchase includes a commercial EULA license granting full commercial rights to train, fine-tune, evaluate, and deploy models internally or for external paying clients.
Do I receive a formal corporate tax invoice with EU VAT reverse-charge? ▼
Yes. Gumroad operates as the official Merchant of Record. At checkout, you can input your company name and EU VAT ID. The system automatically applies reverse-charge if applicable and generates an immediate compliant PDF tax invoice sent to your email.
How does the 100% AST Syntax Guarantee work? ▼
Every single Python code block in our datasets is pre-verified against Python's standard ast.parse() compiler. If you discover a syntactically invalid Python code snippet in our delivered files, contact us with the record ID and we issue an immediate 100% refund.
Do I need an expensive local Nvidia GPU to fine-tune? ▼
No. Every suite includes train_lora_unsloth.ipynb, tailored to run directly on Google Colab's free T4 tier. You can fine-tune Qwen 2.5 7B or Llama 3.1 8B in 8-12 minutes without installing local drivers.
What formats are included in each download archive? ▼
Every package includes: .parquet (high-performance columnar format), .jsonl (raw JSON lines), sharegpt_format.json (ready for Axolotl and Unsloth), alpaca_format.json, train_lora_unsloth.ipynb, verify_dataset.py, EU_AI_ACT_COMPLIANCE.md, and commercial LICENSE.md.