beatsprom/agentic-tool-use-suite-2026

⚡ Agentic Tool-Use & Function Calling Suite (2026 Edition)

🚀 The Definitive 2026 Training Suite for Function Calling, Model Context Protocol (MCP), and Autonomous Software Agents.

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🌟 Dataset Overview

Standard open-source function-calling datasets are saturated with 10-line toy stubs, unhandled exceptions, and naive wrappers that cause models to crash under real production conditions.

The Agentic Tool-Use & Function Calling Suite (2026) enforces a Heavyweight Enterprise Tier-1 Standard:

• 126.8 Dense LOC Average (Range 115–142 LOC): Every chosen implementation features Pydantic V2 schemas, frozen dataclass slots, Circuit Breakers, Token Buckets, OTel spans, and Prometheus metrics.
• 100.0% Real AST Entropy: Generated via an orthogonal 5-axis combinatorial synthesis engine (1,280 structural schemas per domain). Zero repetitive skeletons.
• Zero-Tolerance Stubs Policy: Exactly 0 instances of TODO, FIXME, STUB, placeholder, or pass across 100% of rows.
• Deep Multi-Phase CoT Reasoning: 29 lines of structured <think> trace covering threat modeling, SLA latency bounds, injection defenses, and state rollbacks.
• Native ChatML (messages) Schema: Plug-and-play compatible with Unsloth, LLaMA-Factory, Axolotl, and TRL out of the box.

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📊 20 Mission-Critical Enterprise Domains

ID	Domain	Architecture Highlights
01	Model Context Protocol (MCP)	JSON-RPC 2.0 stdio server, tool discovery, parameter schema validation
02	OpenAPI 3.1 / Swagger Dispatcher	REST routing, HTTP verbs, and path traversal security guards
03	Multi-Turn ReAct Agent Engine	Reasoning-action-observation cycles, step horizons, and scratchpad history
04	SQL & Database Query Tool	Read-only SELECT enforcement, DDL/DML mutation bans, and row limits
05	Shell & Sandboxed CLI Guard	POSIX argv execution, binary whitelisting, and metacharacter sanitization
06	File System & Workspace Mutation	Chroot sandbox jail, path-traversal blocking, and SHA256 atomic commits
07	Git & Version Control Tooling	Refspec validation, atomic commits, and GPG signature verification
08	Web Search & SERP Extraction	Query parameter escaping, domain deduplication, and relevance scoring
09	Web Scraping & DOM Traversal	SSRF cloud metadata (169.254.169.254) defense and script stripping
10	Vector Search & RAG Dispatcher	HNSW KNN similarity, embedding dimension alignment, and score thresholds
11	Graph Database & Cypher Engine	openCypher pattern matching, hop bounds, and mutation prevention
12	Workflow Orchestrator (DAG Engine)	Topological sorting, cycle detection (Kahn DFS), and parallel scheduling
13	Memory & State Persister Agent	Tenant session isolation, AES-256 GCM encryption, and TTL pruning
14	Dynamic Code Interpreter (REPL)	AST import inspection, forbidden syscall filtering, and memory quotas
15	Computer Vision & Multi-Modal Tool	MIME validation, decompression bomb defense, and bbox coordinates
16	Audio & Speech STT/TTS Processor	Sample rate verification (16kHz/44.1kHz), codec validation, and stream bounds
17	Financial Market Data & Order Router	FIX 5.0 SP2 wire format, tick sizes, and SEC 15c3-5 pre-trade risk collars
18	IoT & Hardware Telemetry Client	MQTT v5.0 ingestion, timestamp skew rejection, and physical metric bounds
19	Cybersecurity Vulnerability & CVE Scanner	SemVer tuple parsing, OSV/NVD feeds, and CVSS v3.1 severity tiers
20	Self-Reflection & Plan-Correction	Execution loop detection, goal divergence tracking, and corrective backtracking

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💻 Quickstart (Fine-Tuning with Unsloth / LLaMA-Factory)

from datasets import load_dataset

# Load preview dataset directly from Hugging Face
dataset = load_dataset("antigravity/agentic-tool-use-suite-2026", split="train")

print(f"Loaded {len(dataset)} samples across {len(set(dataset['domain']))} domains!")
print(f"Sample messages: {dataset[0]['messages']}")

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🚀 Get the Full 12,500-Row Commercial Suite (10k SFT + 2.5k DPO)

Need the full dataset for training frontier models?

• 📦 Complete 10,000 SFT Records + 2,500 DPO Pairs
• 🗄️ Indexed SQLite Database (product16_agentic_suite.db, 170 MB)
• 📜 Commercial B2B Deployment License
• 🛒 Available on Gumroad ($9 / $29 / $59): https://gumroad.com/l/agentic-tool-use-suite-2026