io.github.pandadad0214/panda-leads-tools
Panda Leads Tools
Is the Panda Leads Tools MCP server down? No. It answered initialize and tools/list in the probe of 2026-11-11.
Public leads from official data: NPI, local, hiring, trucking, IRS, permits, new firms, France (15).
alive probed 2026-11-15 · unchanged since 2026-11-11
- Run it
- uvx panda-leads-tools@0.2.0 (stdio, probed in a container with the network off)
- Host
- pypi.org
- Reports itself as
- panda-leads-tools 1.8.0
- Capabilities
- tools
- Instructions
- 1 566 characters
- Of a 1M window
- 3.2 % of a 1M context window
- Count
- 32k tokens in Claude Opus 5.5, exact, measured 2026-11-11. With the Claude Code prefix mcp__…__ on each tool name: 32k. The o200k_base estimate is 19k. Counted again when the tool definitions change. Method.
- Repository
- https://github.com/pandadad0214/panda-leads-tools
- Website
- https://github.com/pandadad0214/panda-leads-tools
- Registry
- active, updated 2026-11-10 · registry entry
Most expensive tools
The Claude column scales the o200k estimate of each tool by this server's ratio of exact to estimate, 1.69×.
| Tool | ≈ Claude tokens | o200k estimate | Share of this server |
|---|---|---|---|
| france_company_leads | 3 102 | 1 841 | 10 % |
| trucking_company_leads | 2 969 | 1 762 | 9 % |
| h1b_lca_sponsor_leads | 2 524 | 1 498 | 8 % |
| npi_provider_lists | 2 229 | 1 323 | 7 % |
| new_york_new_business_leads | 2 162 | 1 283 | 7 % |
Compare this server with others.
More servers
Other registry entries on pypi.org, the ones next to this name; all of them.
- Datawrapper io.github.palewire/datawrapper-mcp · alive
- agentRamen io.github.palrajjp/agentramen · crashed on start
- io.github.pamela-0/boot-doctor-mcp · alive
- io.github.pamela-0/safe-fix-mcp · alive
- Panda Public Funding Tools io.github.pandadad0214/panda-public-funding-tools · alive
- Panda Research Tools io.github.pandadad0214/panda-research-tools · alive
- Panda Web Security Tools io.github.pandadad0214/panda-web-security-tools · alive
- Quiet File Team MCP io.github.pandadad0214/quiet-file-team-mcp · alive
Servers that mention leads.
- Getlead ad.getle/leads · alive
- Contractors Near Me ai.contractorsnearme/contractors-near-me · needs auth
- D50 AI — Sales, Marketing & Hiring Automation ai.d50/d50-platform · needs auth
- LinkDeal ai.linkdeal.www/mcp · needs auth
- Onsa ai.onsa/onsa · alive
- Pro Reach LinkedIn Outreach ai.proreach/outreach · needs auth
- QuickCasa ai.quickcasa/quickcasa · needs auth
- Lead Intelligence ai.saifs/lead-intelligence · needs auth
Badge for the README
The result of the latest probe, the tool count and the token cost. The feed has an entry for every probe that changed them.
A mail when this server changes
Stops answering, comes back, tool set or cost changes. One confirmation mail first, a stop link in every mail.
For the publisher
- This server is in the heaviest 10 % of the registry. Its 5 most expensive tools are 40 % of the cost. Shorter descriptions, fewer optional parameters and fewer tools cut the cost. The command npx mcpcost --url <endpoint> --tools 50 lists every tool with its cost.