📷 Promptograph v0.3.1 — "The Agent Intelligence & Skills Release"

Release date: 2026-09-25
Tagline: Photograph every system prompt that matters & Equip AI Agents with Curated Skills.

🎯 Highlights

🔌 Native FastMCP Server: 7 operational tools over standard I/O (stdio), instantly connecting Claude Desktop, Claude Code, Cursor, Windsurf, and Antigravity to your prompt & skills intelligence.
🧩 Curated Agent Skills Registry: 226+ operational skills blueprints across 37 engineering, AI, multimedia, and automation domains (data/skills_manifest.json ~380 KB).
📚 Frontier Corpus Integration: Full parity with the 20,475 real-world system prompts and ~94 million tokens index.
🛡️ Strict ToS Compliance & Secret Shielding: 100% audited against GitHub Acceptable Use Policies; zero leaked tokens, zero attack exploits, zero personal machine paths.
🚀 Zero Heavy Dependencies: Lightweight Python 3.10+ standard library implementation with FastMCP support.

Agents no longer need to parse raw files. Connect Promptograph directly as an MCP server:

{
  "mcpServers": {
    "promptograph": {
      "command": "python",
      "args": ["scripts/promptograph_mcp_server.py"]
    }
  }
}

Tool	Domain	Purpose
`promptograph_search`	Prompts	Search 20,475 real prompts by company, model, or textual query
`promptograph_validate`	Heuristics	Deterministic 13-rule audit scoring prompts (0-100%, Grade A+ to F)
`promptograph_generate`	Synthesis	Generate battle-tested prompts using presets (Claude, GPT, Cursor, Devin)
`promptograph_stats`	Metrics	Query corpus metrics, token counts, and laboratory breakdowns
`promptograph_skills_search`	Skills	Discover 226+ curated skills across 37 technical domains
`promptograph_skills_get`	Skills	Retrieve executable operational blueprints (`SKILL.md`) dynamically
`promptograph_skills_categories`	Skills	Get domain breakdown and catalog distributions

Includes operational recipes for:

Agents & Multi-Agent Swarms: Kokoro Realtime Voice, Autonomous Coding Agents, OmniParser GUI
Elite Software Engineering: Clean Code, Architecture Design, Profiling, Refactoring
Media & 3D Synthesis: ComfyUI Production Nodes, Remotion Video Pipelines, 3DGS
Quantitative Modeling: DeFi algorithmic models, signal normalizers, backtesting recipes
Web & Local Delivery: Lumora Studio, Brazilian Local Business LPs, Adaptive Crawlers

Metric	Value
Prompts indexed	20,475
Curated Skills indexed	226+
Skill Domains	37 categories
FastMCP Tools	7 active tools
Tokens indexed	~94,000,000
Companies	40+ (Anthropic, OpenAI, Google, xAI, Meta, Mistral, DeepSeek)
Backend footprint	~50 MB RAM