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Copy file name to clipboardExpand all lines: AGENTS.md
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## What This Repo Is
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**FirstData** is a structured knowledge base of global authoritative open data sources. It is a **pure data repository** — no application code, no runtime logic.
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**FirstData** is the External Facts Context Layer for AI Agents — a structured, authoritative collection of global open data sources. It is a **pure data repository** — no application code, no runtime logic.
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Your job here is to **create or edit JSON metadata files** that describe real-world data sources (government databases, international organizations, academic datasets, etc.).
Copy file name to clipboardExpand all lines: CLAUDE.md
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## Project Overview
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**FirstData** is a structured knowledge base of global authoritative open data sources. It is a **pure data repository** — no application code, no runtime logic.
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**FirstData** is the External Facts Context Layer for AI Agents — a structured, authoritative collection of global open data sources. It is a **pure data repository** — no application code, no runtime logic.
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Your job here is to **create or edit JSON metadata files** that describe real-world data sources (government databases, international organizations, academic datasets, etc.).
Copy file name to clipboardExpand all lines: README.en.md
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---
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**The World's Most Comprehensive, Authoritative, and Structured Open Data Source Repository — Agent First**
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**The External Facts Context Layer for AI Agents**
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> **Agent First**: FirstData is designed with AI Agents as the primary user. Agents can automatically register, activate, and configure MCP via standardized Skills — zero human intervention required.
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### Our Mission: Building the Trusted Foundation for the AI Era
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This project aims to build a **global, authoritative, and structured Primary Sources knowledge base**.
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This project aims to build a **global, authoritative, and structured External Facts Context Layer for AI Agents** built on primary sources.
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We systematically discover and aggregate high-trust sources across domains—covering scientific research, government disclosures, laws and regulations, corporate filings and financial reports, standards and authoritative industry materials—**transforming scattered, non-standard, difficult-to-reuse original content into traceable, verifiable, and citable "Core Facts"**, while preserving complete evidence chains and version history, ensuring that every conclusion can be traced "back to the source".
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| 📊 **Structured Metadata System**| Complete metadata standards (access URLs, API interfaces, authority levels, update frequency, data content, etc.), not just links | Machine-readable, programmable access, supports automated evidence chain construction |
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| ⭐ **Authority Level Classification**| Six authority levels: government, international organizations, research institutions, market, commercial, and others | Scientifically assess data source credibility, provide quality filtering basis for AI |
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| 🤖 **AI Smart Search**| LLM-driven data source query Agent that understands complex multi-dimensional queries | Get authoritative data sources through natural language, no manual filtering needed |
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| 🔌 **MCP Protocol Integration**| Provides standard MCP Server, integrable with Claude Desktop, Cline, and other AI applications | Enable any AI application to access the authoritative data source knowledge base|
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| 🔌 **MCP Protocol Integration**| Provides standard MCP Server, integrable with Claude Desktop, Cline, and other AI applications | Enable any AI application to access the authoritative external facts context layer|
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| 🤖 **Agent Skill Distribution**| Standardized Skill definition — Agents can auto-register tokens, auto-configure MCP, zero human intervention | Agent First — Let Agents access authoritative data like a built-in capability |
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| 🌍 **Bilingual Support**| All metadata provided in both Chinese and English | Connect global data ecosystems, break language barriers |
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| 🔍 **100% Verification**| Every URL tested, every data source with complete documentation, every authority level with justification | Ensure data sources are genuinely available, avoid broken links and hallucinated citations |
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We've built a structured knowledge base of authoritative data sources, each with complete metadata, access paths, and authority identifiers. But for most users, the real challenge is: How to quickly find the most suitable one among massive data sources? Once you find the data source website, how to accurately locate the target data on complex official platforms? How to seamlessly integrate all this into your daily AI workflow?
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We've built a structured external facts context layer of authoritative data sources, each with complete metadata, access paths, and authority identifiers. But for most users, the real challenge is: How to quickly find the most suitable one among massive data sources? Once you find the data source website, how to accurately locate the target data on complex official platforms? How to seamlessly integrate all this into your daily AI workflow?
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**FirstData MCP** is built for this purpose—transforming a static data source knowledge base into a dynamic intelligent navigation system, making authoritative data accessible to everyone.
Copy file name to clipboardExpand all lines: skills/firstdata/SKILL.md
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## What FirstData Is
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FirstData is a structured knowledge base of authoritative primary data sources, covering 1000+ sources to help agents locate official origins rather than generating unverified answers.
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FirstData is the External Facts Context Layer for AI Agents — a purpose-built, authoritative collection of primary data sources, covering 1000+ sources to help agents locate official origins rather than generating unverified answers.
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It does not replace raw data — it acts as an "authoritative data navigator", taking vague user needs as input, recommending the most appropriate primary sources, and providing clear access paths, API information, and download methods so both users and agents can trace back to original evidence.
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## Community
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FirstData is an open-source project — join us in building the authoritative data source knowledge base for agents:
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FirstData is an open-source project — join us in building the External Facts Context Layer for AI Agents:
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- ⭐ [**Star**](https://github.com/MLT-OSS/FirstData) the project to help more agents and developers discover it
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- 📝 [**Issue**](https://github.com/MLT-OSS/FirstData/issues) to report problems, suggest new data sources, or propose improvements
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