io.github.pandadad0214/panda-research-tools
Panda Research Tools
Is the Panda Research Tools MCP server down? No. It answered initialize and tools/list in the probe of 2026-11-11.
Scholarly integrity — citations, literature/PubMed, experts, PDF tables, Wayback, trends (8 tools).
alive probed 2026-11-15 · unchanged since 2026-11-11
- Run it
- uvx panda-research-tools@0.2.0 (stdio, probed in a container with the network off)
- Host
- pypi.org
- Reports itself as
- panda-research-tools 1.8.0
- Capabilities
- tools
- Instructions
- 1 016 characters
- Of a 1M window
- 1.9 % of a 1M context window
- Count
- 19k tokens in Claude Opus 5.5, exact, measured 2026-11-11. With the Claude Code prefix mcp__…__ on each tool name: 19k. The o200k_base estimate is 11k. Counted again when the tool definitions change. Method.
- Repository
- https://github.com/pandadad0214/panda-research-tools
- Website
- https://github.com/pandadad0214/panda-research-tools
- Registry
- active, updated 2026-11-10 · registry entry
- Changes
- 2 recorded, reachable in 2 of them. A row is added when the result, the tool count or the cost changes.
Most expensive tools
The Claude column scales the o200k estimate of each tool by this server's ratio of exact to estimate, 1.64×.
| Tool | ≈ Claude tokens | o200k estimate | Share of this server |
|---|---|---|---|
| literature_search | 2 828 | 1 723 | 15 % |
| pubmed_evidence_table | 2 575 | 1 569 | 14 % |
| researcher_expert_finder | 2 477 | 1 509 | 13 % |
| pdf_table_extractor | 2 362 | 1 439 | 13 % |
| citation_formatter | 2 304 | 1 404 | 12 % |
Compare this server with others.
More servers
Other registry entries on pypi.org, the ones next to this name; all of them.
- io.github.pamela-0/boot-doctor-mcp · alive
- io.github.pamela-0/safe-fix-mcp · alive
- Panda Leads Tools io.github.pandadad0214/panda-leads-tools · alive
- Panda Public Funding Tools io.github.pandadad0214/panda-public-funding-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
- creatorloop io.github.pandich93/creatorloop · alive
- Panella io.github.panellatech/panella · not probed
Servers that mention research.
- Projectory ae.projectory/mcp · alive
- Adrio ai.adrio/adrio · needs auth
- ai.avasis/quant-research · needs auth
- Boolsai Signals ai.boolsai/signals · no DNS
- Compelling ai.compelling/mcp · needs auth
- Cookiy ai.cookiy/cookiy · needs auth
- Conveo ai.conveo/conveo · needs auth
- Distilla ai.distilla/mcp · needs auth
History
We add a row when the result changes. A server with no change keeps its last row.
| Probed | Result | Init | Tools | Claude | o200k |
|---|---|---|---|---|---|
| 2026-11-11 08:31 | alive | 1.3 s | 8 | 19k | 11k |
| 2026-11-10 08:59 | alive | 1.5 s | 7 | 17k | 10k |
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 68 % 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.