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Hello makers! Panda Federation Tools is live. Research and public-data tools for AI agents, built on official sources. Bug reports, feature ideas and "why would I use this" questions are all welcome.
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Panda Federation provides research and public-data tools for AI agents that query official sources and return structured results.
- for
- AI developers and agents needing reliable, official data for research, compliance, and lead generation.
- pricing
- pay per usage
- license
- MIT
- v1.1.17 days ago
- v1.1.07 days ago
- v1.0.0v1.0.0: open-source MCP server for 18 Panda Federation tools7 days ago
Key features
- Reference Checker — Validates bibliographies, DOIs or titles for fake, miscited or retracted references.
- PubMed Scraper — Searches PubMed and outputs an evidence table with article metadata and retraction status.
- Grants.gov Scraper — Finds US federal grant opportunities and awarded NIH/NSF awards with filters.
- USAspending Scraper — Retrieves US federal contract awards and upcoming recompete leads.
- PDF Table Extractor — Extracts all tables from PDFs into Excel/CSV, with OCR for scanned files.
- Email Domain Security Checker — Audits SPF, DKIM, DMARC, MX, BIMI and MTA-STS for bulk domains, providing grades and fixes.
- Local Business Leads — Generates lists of local businesses from OpenStreetMap with contact details.
- Company Website Enricher — Enriches company domains with tech stack, emails, socials and other public info.
Use cases
- Verify citations and flag retracted papers in academic literature reviews.
- Build lead lists of US healthcare providers from the NPI Registry.
- Gather federal grant and contract data for compliance or market analysis.
- Extract tables from research PDFs for data analysis pipelines.
- Audit email domain security settings for bulk mailing lists.
Panda Federation Tools vs alternatives
 Panda Federation Tools |  Smithery |  Unified MCP Server |  Articos MCP |  Pipelex | |
|---|---|---|---|---|---|
| Best for | Official-source data extraction for AI agents | MCP server discovery | Broad MCP integration | Idea testing for agents | Workflow definition |
| Pricing | Pay per usage | Free | Subscription | Subscription | Free |
| DevHunt upvotes | 1 | 0 | 29 | 91 | 40 |
| Launched | Oct 2031 | — | Jan 2026 | Oct 2026 | Oct 2025 |
- Panda Federation Tools vs Smithery: Provides a registry and hosting for MCP servers rather than data extraction tools.
- Panda Federation Tools vs Unified MCP Server: A general-purpose MCP server with many integrations, not focused on research data.
- Panda Federation Tools vs Articos MCP: Focuses on testing ideas and messaging for agents, not on public-data retrieval.
- Panda Federation Tools vs Pipelex: Offers a declarative language for AI workflows, whereas Panda Federation supplies ready-made data Actors.
Panda Federation Tools FAQ
How are Actor runs billed for Panda Federation tools?+
Each tool uses a pay-per-event or pay-per-usage model; you pay for the result returned or for the platform compute units consumed.
Can I try the tools for free?+
Apify offers a free plan with $5 of prepaid usage and $0.2 per compute unit, which can be used to run these Actors.
What happens if I exceed my prepaid usage?+
Excess usage is added to the next invoice; on the free plan you will be blocked until the next billing cycle.
Do AI agents need an Apify account to run these Actors?+
Agents can pay via x402 or MPP protocols without a human account, receiving a temporary API token with a spend cap.
Are the data sources official and reliable?+
All tools query official APIs and registries, ensuring clean, verified data from sources like PubMed, Grants.gov, USAspending, and NPI Registry.
Can I customize the queries or filters?+
Each Actor accepts input parameters such as keywords, date ranges, agency filters, specialties, or domain lists to tailor results.
Summarized by DevHunt from apify.com · Nov 4, 2026. Details may change; check the official site.
