SERVER

Panda Research Tools

Rank #26,391

io.github.pandadad0214/panda-research-tools

Scholarly integrity — citations, literature/PubMed, experts, PDF tables, Wayback, trends (8 tools).

First listed
Nov 6, 2026
Last publish date
Nov 10, 2026
PURPOSE

What you can do with Panda Research Tools

Panda Research Tools is a Model Context Protocol (MCP) server published by pandadad0214. It ranks #26,391 of 173,664 active servers on MCP Toplist. Panda Research Tools is listed across 2 registries — Official MCP and Glama, with 2 tracked versions. It was first listed on Nov 6, 2026 and most recently updated on Nov 10, 2026.

Not verifiedMCP Toplist has not yet written a checked profile for this server, so the paragraph above is assembled from registry data only. The repository README is the authority on what it does.

CAPABILITIES AND LIMITATIONS

What Panda Research Tools can and cannot do

Not verifiedMCP Toplist has not catalogued this server's tools or limitations. The repository README lists them.

REQUIREMENTS

What you need before using Panda Research Tools

DeclaredAPI keyCredentials declared

The registry listing declares required configuration before first use — typically an API key, token or connection string set via environment variables.

Declared by Glama, last synced Nov 11, 2026. Not independently verified by MCP Toplist.

Declared in the registry install config
  • APIFY_TOKEN · required
INSTALLATION AND FIRST TASK

Connect Panda Research Tools and confirm it works

Python package (PyPI)
claude mcp add panda-research-tools -e "APIFY_TOKEN=<your APIFY_TOKEN>" -- uvx panda-research-tools

Replace each placeholder with your own value before saving.

First successful task

After adding the config, ask your client to list this server's tools. A tool list confirms the connection; an empty list or an error means the server did not start or needs credentials.

ALTERNATIVES

When to choose another server

Other servers by pandadad0214
View all pandadad0214 servers →

No task-specific alternatives are catalogued for Panda Research Toolsyet; the list above is its publisher's other servers.

MAINTENANCE AND EVIDENCE

What changed, and when this was checked

First listed
Nov 6, 2026
Latest version published
Nov 10, 2026
Version history
2 versions tracked (below)
Requirements evidence
Declared by Glama, last synced Nov 11, 2026. Not independently verified by MCP Toplist.
Profile checked
Not yet — purpose, capabilities and requirements above come from registry data only
Ranking data as of
Nov 11, 2026
Registry sightings

Do you maintain Panda Research Tools? to show as its verified maintainer and add your own summary, sign-in details and links. The rest of this page is read from the registry listings and from MCP Toplist's own connection check.

VERSIONS

Available versions (2)

0.1.0 · Nov 9, 20260.2.0 · Nov 10, 2026Nov 9, 2026Nov 10, 2026
VersionPublished
0.2.0Nov 10, 2026
0.1.0Nov 9, 2026
STANDING
#26,391of 173,664 active serversTop 25%

Ranks ahead of 147,273 of 173,664 servers on MCP Toplist.

BADGE

Show your rank

Maintain this server? Add the live rank badge to your README — it updates automatically as the leaderboard changes.

MCP Toplist: Top 25% of 173,664
Markdown
[![MCP Toplist](https://mcptoplist.com/badge/io.github.pandadad0214%2Fpanda-research-tools.svg)](https://mcptoplist.com/server/io.github.pandadad0214%2Fpanda-research-tools)
HTML
<a href="https://mcptoplist.com/server/io.github.pandadad0214%2Fpanda-research-tools"><img src="https://mcptoplist.com/badge/io.github.pandadad0214%2Fpanda-research-tools.svg" alt="MCP Toplist: Top 25% of 173,664" /></a>

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FAQ

Frequently asked questions

Who maintains Panda Research Tools?
Panda Research Tools is maintained by pandadad0214, which publishes 6 MCP servers (17 total versions) tracked on MCP Toplist.
Is Panda Research Tools listed on the Official MCP Registry?
Yes — Panda Research Tools is listed on the Official MCP Registry, alongside Glama.
How many versions does Panda Research Tools have?
MCP Toplist tracks 2 versions of Panda Research Tools, most recently published on Nov 10, 2026.
Where can I find the source code for Panda Research Tools?
The source code for Panda Research Tools is hosted at github.com/pandadad0214/panda-research-tools.
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