id string | category string | scenario_type string | difficulty string | quality_score float64 | generator_model string | created_at float64 | instruction string | thought_process string | final_output string | tools_json string | messages_json string |
|---|---|---|---|---|---|---|---|---|---|---|---|
sample_ce8e218f08f0 | Python_Docker_Pytest | multi_tool_chain | Complex_Edge_Case | 0.9 | nvidia/nemotron-3-super-120b-a12b:free | 1,788,169,290.076581 | FΓΌhre die Testsuite im Docker-Container aus, stelle sicher dass die Gesamt-Coverage mindestens 90% erreicht und identifiziere die async Fixtures, die diesen Schwellenwert verfehlen, damit sie gezielt verbessert werden kΓΆnnen. | Erster Schritt: FΓΌhre Pytest mit einer Coverage-Schwelle von 90% aus, um den aktuellen Stand zu ermitteln und festzustellen, ob die Schwelle bereits verletzt ist. Dabei soll das Test-Container nicht beim ersten Fehler abgebrochen werden, damit wir die vollstΓ€ndige Coverage-Information erhalten. | Ergebnis:\n- Gesamt-Coverage aller Tests: 84% (unter dem geforderten 90%-Schwelle).\n- Zwei async Fixtures verursachen den Defizit: `test_order_creation_fixture` und `test_payment_processing_fixture` in `tests/test_async_fixture.py`.\n- Die Fixture `test_order_creation_fixture` schlΓ€gt fehl, weil ein erwarteter Order-S... | [{"name": "run_pytest_suite_in_docker", "description": "FΓΌhrt Pytest-Tests mit pytest-asyncio in isoliertem Test-Container aus.", "parameters": {"type": "object", "properties": {"test_file_path": {"type": "string", "description": "Pfad zur Testdatei (z.B. tests/test_orders.py)"}, "coverage_threshold_pct": {"type": "int... | [{"role": "user", "content": "FΓΌhre die Testsuite im Docker-Container aus, stelle sicher dass die Gesamt-Coverage mindestens 90% erreicht und identifiziere die async Fixtures, die diesen Schwellenwert verfehlen, damit sie gezielt verbessert werden kΓΆnnen.", "thought_process": "", "tool_calls": null, "tool_response": nu... |
π OmniMCP: Python Docker Pytest (Free Teaser Edition)
β‘ Official Free Evaluation Teaser (Verified Multi-Turn Agent Function-Calling Dataset)
π Get the Full Production Master Package & Commercial EULA License on Gumroad:
π Explore the Complete OmniMCP Modular Ecosystem on Gumroad
ποΈ The Modular OmniMCP Architecture: How Bricks, Houses & Villages Connect
Every OmniMCP dataset is engineered as a precision-fit building block within a comprehensive, multi-department enterprise AI hierarchy:
ποΈ THE 4-TIER OMNIMCP AI CIVILIZATION HIERARCHY:
βββ π§± LEVEL 1: THE BRICK (29 β¬ - 99 β¬)
β β’ Highly targeted single-problem solvers (e.g. FastAPI Async, Postgres Deadlocks, DDoS Defense).
β β’ Target: Solo developers & rapid fine-tuning on specific edge cases.
β
βββ π’ LEVEL 2: THE HOUSE (79 β¬ - 149 β¬)
β β’ Complete departmental engineering suites (e.g. Full Python Backend House, Modern Data Platform).
β β’ Target: Tech leads and specialized agile squads.
β
βββ ποΈ LEVEL 3: THE VILLAGE (99 β¬ - 249 β¬ Standard | 249 β¬ - 599 β¬ Corporate Multi-Seat)
β β’ Turnkey industry solutions combining 3-4 specialized Houses (e.g. FinTech Trading, Cloud SecOps).
β β’ Standard: 100% commercial license for 1 organization / startup.
β β’ Corporate: Unlimited team seats, agency client rights & multi-agent orchestrator code.
β
βββ ποΈ LEVEL 4: THE MASTER METROPOLIS (299 β¬ - 599 β¬)
β’ The unified OmniMCP Enterprise Campus (500+ multi-turn scenarios across all domains).
πΊοΈ Complete Ecosystem Navigation & Live Store Links (50 Active Products):
| Tier | Product / Suite | Domain & Specialization | Commercial Shop Link |
|---|---|---|---|
| ποΈ Metropolis | OmniMCP Master Metropolis | All 19 Villages & 64 Bricks (900+ Samples, 6.76 MB) | Buy on Gumroad (299 β¬) |
| ποΈ Village | MCP Production Master Village | Sandboxed FS, GitHub Ops, Brave Search, Handshake | Buy on Gumroad (149 β¬) |
| ποΈ Village | Autonomous Code-Refactor & PyTest | Traceback Root-Cause, Mypy Strict, Deadlocks | Buy on Gumroad (129 β¬) |
| ποΈ Village | Stripe & SaaS Billing Automation | Webhook Idempotency, Proration, EU VAT OSS | Buy on Gumroad (129 β¬) |
| ποΈ Village | Agent Long-Term Memory Condenser | 128k to 8k Sliding Window, Redis Semantic Cache | Buy on Gumroad (119 β¬) |
| ποΈ Village | Autonomous Swarms & LangGraph | StateGraph, Subagents, Consensus, Memory | Buy on Gumroad (199 β¬) |
| ποΈ Village | Stealth Web Scraping & Playwright | Turnstile Solver, Fingerprints, DOM Repair | Buy on Gumroad (179 β¬) |
| ποΈ Village | Next.js 15 & React Fullstack | Server Actions, SSR Hydration, Tailwind v4 | Buy on Gumroad (149 β¬) |
| ποΈ Village | Advanced GraphRAG & Neo4j | Cypher Synthesis, Triplets, Hybrid RRF | Buy on Gumroad (199 β¬) |
| ποΈ Village | Autonomous CyberDefense SOC | DDoS, Token Revocation, Zero-Day Isolation | Buy on Gumroad (249 β¬) |
| ποΈ Village | LegalTech & Regulatory ContractOps | NDA Redline, EU AI Act, GDPR DPA Audits | Buy on Gumroad (249 β¬) |
| ποΈ Village | HealthTech & MedOps Village | Clinical FHIR R4, HL7 v2, HIPAA De-ID | Buy on Gumroad (199 β¬) |
| ποΈ Village | Cloud SecOps & Resilience | Cloud Security, Distributed Microservices | Buy on Gumroad (199 β¬) |
| ποΈ Village | Enterprise DataOps Lakehouse | Kafka Streaming, dbt, Snowflake Warehouse | Buy on Gumroad (199 β¬) |
| ποΈ Village | Cloud Backend Resilience | Redis Redlocks, Celery DLQ, Async ORM | Buy on Gumroad (179 β¬) |
| ποΈ Village | Enterprise Modern Data Platform | Postgres, Snowflake, BigQuery, Kafka, dbt | Buy on Gumroad (179 β¬) |
| ποΈ Village | Smart Energy & Green IoT | Modbus TCP Inverter, EPEX Spot Arbitrage | Buy on Gumroad (179 β¬) |
| ποΈ Village | Autonomous AgentOps & Swarm | Runtime Self-Healing, Token Watchdog | Buy on Gumroad (149 β¬) |
| ποΈ Village | FinTech & Algorithmic Trading | High-Frequency Order Routing, Risk Guard | Buy on Gumroad (149 β¬) |
| ποΈ Village | E-Commerce & SaaS Automation | High-Traffic Checkout, Subscription Billing | Buy on Gumroad (99 β¬) |
| π§± Brick | MCP Sandboxed Filesystem | Directory Traversal Defense & Isolation | Buy on Gumroad (49 β¬) |
| π§± Brick | GitHub MCP Repository & PR | Branch Creation, PRs & Diff Reviews | Buy on Gumroad (49 β¬) |
| π§± Brick | PyTest Traceback Repair Engine | AST Error Localization & Auto-Patch | Buy on Gumroad (49 β¬) |
| π§± Brick | Stripe Webhook Idempotency | Signature Verification & Replay Defense | Buy on Gumroad (49 β¬) |
| π§± Brick | Subscription Proration Calculator | Seat Upgrades & Accurate Invoice Credits | Buy on Gumroad (49 β¬) |
| π§± Brick | Redis Semantic Vector Cache | Cost Optimization (-80% API Expense) | Buy on Gumroad (49 β¬) |
| π§± Brick | Playwright Stealth Headless | WebGL Masking & Bot Evasion | Buy on Gumroad (79 β¬) |
| π§± Brick | Neo4j Cypher Graph Engine | AST-Verified Cypher Query Synthesis | Buy on Gumroad (79 β¬) |
| π§± Brick | LangGraph State Machine Engine | Cyclic StateGraph & Checkpointer Recovery | Buy on Gumroad (49 β¬) |
| π§± Brick | Next.js 15 Server Actions | Type-Safe Mutations & Zod Validation | Buy on Gumroad (49 β¬) |
| π§± Brick | Clinical FHIR R4 Validator | Clinical Ingestion & LOINC Mappings | Buy on Gumroad (49 β¬) |
| π§± Brick | LegalTech NDA Redliner | Automated Indemnity & BGB Redlines | Buy on Gumroad (79 β¬) |
| π§± Brick | CyberDefense SIEM Triage | Alert Noise Suppression, Log Correlation | Buy on Gumroad (99 β¬) |
| π§± Brick | CyberDefense Malware Sandbox | YARA Memory Detonation, C2 Containment | Buy on Gumroad (99 β¬) |
| π§± Brick | CyberDefense Zero-Day Isolation | Real-time Host Network Isolation & Triage | Buy on Gumroad (99 β¬) |
| π§± Brick | CyberDefense Token Revocation | Automated IAM Secret Invalidation | Buy on Gumroad (99 β¬) |
| π§± Brick | CyberDefense DDoS Mitigation | SYN-Flood PCAP Analysis, Flowspec Rules | Buy on Gumroad (99 β¬) |
| π§± Brick | SQLAuditor Snowflake Warehouse | Micro-Partitioning & Compute Credit Saving | Buy on Gumroad (79 β¬) |
| π§± Brick | SQLAuditor BigQuery Analytics | Slot Allocation & Query Partition Optimizer | Buy on Gumroad (79 β¬) |
| π§± Brick | AgentSelfHeal MCP Pro | Autonomous Tool Error Recovery & Retries | Buy on Gumroad (49 β¬) |
| π§± Brick | AgentOps Token Watchdog | Infinite Loop Breaker & Budget Pruning | Buy on Gumroad (49 β¬) |
| π§± Brick | SQLAuditor dbt Transformations | Incremental SQL & Schema Drift Assertions | Buy on Gumroad (49 β¬) |
| π§± Brick | SQLAuditor Kafka Streaming | Consumer Group Lag & Partition Rebalance | Buy on Gumroad (49 β¬) |
| π§± Brick | SQLAuditor PostgreSQL Pro | EXPLAIN ANALYZE & Deadlock Elimination | Buy on Gumroad (49 β¬) |
| π§± Brick | CodeArchitect Python Pro | Full-Stack FastAPI, Redis & SQLAlchemy | Buy on Gumroad (49 β¬) |
| π§± Brick | CodeArchitect FastAPI Async | Non-blocking Endpoints, Pydantic v2 | Buy on Gumroad (29 β¬) |
| π§± Brick | CodeArchitect SQLAlchemy ORM | Async DB Sessions, N+1 Query Elimination | Buy on Gumroad (29 β¬) |
| π§± Brick | CodeArchitect Docker Pytest | Containerized Test Automation & Pytest | Buy on Gumroad (29 β¬) |
| π§± Brick | CodeArchitect Redis Caching | Distributed Redlocks & Cache Invalidation | Buy on Gumroad (29 β¬) |
| π§± Brick | CodeArchitect Celery Workers | Dead-Letter Queue Triage & Poison-Pills | Buy on Gumroad (29 β¬) |
π Why OmniMCP vs. Generic Public Datasets (USPs):
- π 0.0% Syntax & Parsing Errors: 100% Pydantic AST verified against strict OpenAPI schemas (unlike noisy public web scrapes with 20%+ failure rates).
- π§ Native Chain-of-Thought Reasoning: Step-by-step diagnostic logic in
<thought>blocks before every single tool invocation. - π Production Self-Healing: Pre-trained on real API failures, connection pool timeouts, and error-recovery instead of simplistic happy paths.
- π‘οΈ 100% GDPR / DSGVO Clean: Zero personal data (RFC 2606
@example.com, RFC 5737 sanitized documentation IPs). - βοΈ EU AI Act & EULA Ready: Includes official Articles 50 & 53 synthetic provenance declaration.
π οΈ Quickstart Loading with Python:
import pandas as pd
# Load the verified teaser Parquet
df = pd.read_parquet("omnimcp_python_docker_pytest_teaser.parquet")
print(f"Loaded {len(df)} verified training turns!")
print(df[["instruction", "thought_process", "final_output"]].head())
π License & Commercial Rights:
- This Teaser: Released under Apache 2.0 for free research and evaluation.
- Full Production Packages & Villages: Covered by the OmniMCP Enterprise Commercial EULA with full commercial monetization and model deployment rights.
- Downloads last month
- 60