Public-data MCP tools agents can actually run — research, federal filings, leads, and site safety, split into four focused servers.
Panda Federation Tools is an index of pay-per-result Apify Actors wrapped as Model Context Protocol (MCP) servers. Prefer one focused domain server (3–15 tools) instead of loading every tool at once.
run_max_charge_usd).You need a free Apify API token and uv.
| Server | Tools | Scope | Command |
|---|---|---|---|
panda-research-tools |
7 | Scholarly integrity and papers: citation checks, literature/PubMed search, experts, PDF tables, Wayback Machine snapshots. | uvx --from panda-federation-tools panda-research-tools |
panda-public-funding-tools |
8 | US federal money, filings and safety monitors: grants, contracts, SBIR/STTR, SEC, clinical trials, Federal Register, recalls, VIN decode. | uvx --from panda-federation-tools panda-public-funding-tools |
panda-leads-tools |
15 | Public leads and enrichment: NPI, podcasts, local businesses, hiring, websites, teams, trends, trucking, IRS nonprofits, building permits, new Florida, Texas and New York businesses, H-1B sponsors, EU tenders. | uvx --from panda-federation-tools panda-leads-tools |
panda-web-security-tools |
6 | Site, email and agent safety: SPF/DKIM/DMARC, AI/SEO audit, page-change monitor, hidden AI instructions, domain WHOIS/expiry, broken links. | uvx --from panda-federation-tools panda-web-security-tools |
Example Cursor / Claude Desktop config (research):
{
"mcpServers": {
"panda-research-tools": {
"command": "uvx",
"args": ["--from", "panda-federation-tools", "panda-research-tools"],
"env": { "APIFY_TOKEN": "apify_api_YOUR_TOKEN" }
}
}
}
Scholarly integrity and papers: citation checks, literature/PubMed search, experts, PDF tables, Wayback Machine snapshots.
citation_formatterliterature_searchpdf_table_extractorpubmed_evidence_tablereference_checkerresearcher_expert_finderwayback_snapshot_finderUS federal money, filings and safety monitors: grants, contracts, SBIR/STTR, SEC, clinical trials, Federal Register, recalls, VIN decode.
clinical_trial_leadsfederal_contract_finderfederal_register_monitorgrants_finderproduct_recall_monitorsbir_sttr_topic_radarsec_financials_excelvin_decoder_recallsPublic leads and enrichment: NPI, podcasts, local businesses, hiring, websites, teams, trends, trucking, IRS nonprofits, building permits, new Florida, Texas and New York businesses, H-1B sponsors, EU tenders.
building_permit_leadscompany_hiring_signalscompany_team_findercompany_website_enrichereu_ted_tendersflorida_new_business_leadsh1b_lca_sponsor_leadslocal_business_leadsnew_york_new_business_leadsnonprofit_leads_irsnpi_provider_listspodcast_leads_findertexas_new_business_leadstopic_trends_trackertrucking_company_leadsSite, email and agent safety: SPF/DKIM/DMARC, AI/SEO audit, page-change monitor, hidden AI instructions, domain WHOIS/expiry, broken links.
ai_search_seo_auditbroken_link_checkerbulk_domain_whois_expiryemail_domain_security_checkerhidden_ai_instructions_scannerwebsite_change_monitorNo product subscription. Actors are pay per result on Apify. Empty runs are not charged per result; each call can set a hard spend cap.
Focused servers stay in the 3–15 tool band, which scores better for Tool Definition Quality / Glama coherence. The umbrella package still exists for older configs.
Official and public sources such as Crossref, OpenAlex, PubMed, Grants.gov, USAspending, SEC EDGAR, IRS nonprofit filings, NPI, FMCSA, EU TED, DNS/RDAP, and public web pages — depending on the tool.
Yes. The MCP servers are MIT on GitHub and PyPI. The Apify Actors bill separately for compute and results.