get_github_stats | PolicyLayer

WHAT IT DOES

What get_github_stats does on Pavan Madduri — Personal Knowledge MCP Server

AI agents call get_github_stats to retrieve information from Pavan Madduri — Personal Knowledge MCP Server without modifying anything — typically the context-gathering step in research, monitoring, and reporting workflows, before the agent takes action elsewhere.

THE RISK

Low Risk

Why get_github_stats needs a policy

This tool retrieves statistics from a public GitHub profile—a read-only operation with no side effects. GitHub profile statistics (repo count, follower count, contribution graphs) are public data. An AI agent invoking this tool cannot create, modify, delete, or execute anything; it only queries and returns information.

From the tool's definition Tool name 'get_github_stats' and description 'Fetch Pavan's live GitHub profile statistics (repos, followers, contributions)' indicate retrieval of publicly available GitHub profile data with no modification, deletion, or execution capability.

Documented attack patterns abuse exactly the kind of access get_github_stats gives an agent:

POLICY

How to control get_github_stats

PolicyLayer is an MCP gateway — it sits between your AI agents and Pavan Madduri — Personal Knowledge MCP Server, and nothing reaches the server without passing your rules. This is the rule we recommend for get_github_stats:

policy.json

{
  "version": "1",
  "default": "deny",
  "tools": {
    "get_github_stats": {}
  }
}

get_github_stats is read-only, so it stays allowed — but everything else on the server is denied unless you say otherwise.

Create a free account and register Pavan Madduri — Personal Knowledge MCP Server — nothing to install.
Add this policy — paste it, or build it visually.
Point your MCP client (Claude, Cursor, anything) at your gateway URL.

CAP THIS TOOL →

Free to start. No card required.

EXPLORE

Related tools and policies

More Pavan Madduri — Personal Knowledge MCP Server tools

Read get_eb1a_evidence Retrieve evidence supporting a specific EB-1A extraordinary ability criterion. Read get_expertise Check if Pavan has expertise in a specific technical domain. Read get_github_activity get_github_activity Read get_profile_summary Get a comprehensive one-page summary of Pavan Madduri's professional profile. Read search_articles search_articles Read search_contributions Search Pavan's open source contributions by project name.

All 7 Pavan Madduri — Personal Knowledge MCP Server tools →

Read tools on other servers

M-Team MCP Server get_torrent_detail YouTube MCP Server search_channel Android Forensics ADB MCP Server parse_browser_history 0xarchive web3_challenge

Go deeper

The MCP Attack Database → Documented attack patterns against MCP deployments — and the policies that stop them.
Data exfiltration → How read access becomes an exfiltration channel when chained with untrusted content.
MCP token cost → What connecting this server costs in context-window tokens on every request.
Rate Limiting MCP Tool Calls: A Practical Guide →
MCP Security: Why Prompt Guardrails Aren't Enough →

FAQ

Questions about get_github_stats

What does the get_github_stats tool do? +

Fetch Pavan's live GitHub profile statistics (repos, followers, contributions). It is categorised as a Read tool in the Pavan Madduri — Personal Knowledge MCP Server MCP Server, which means it retrieves data without modifying state.

How do I enforce a policy on get_github_stats? +

Register the Pavan Madduri — Personal Knowledge MCP Server MCP server in PolicyLayer and add a rule for get_github_stats: allow, deny, rate-limit, or require approval. Point your MCP client at the PolicyLayer proxy URL and the rule is enforced on every call, before it reaches Pavan Madduri — Personal Knowledge MCP Server. Nothing to install.

What risk level is get_github_stats? +

get_github_stats is a Read tool with low risk. Read-only tools are generally safe to allow by default.

Can I rate-limit get_github_stats? +

Yes. Add a rate_limit block to the get_github_stats rule in your PolicyLayer policy. For example, setting max: 10 and window: 60 limits the tool to 10 calls per minute. Rate limits are tracked per agent session and reset automatically.

How do I block get_github_stats completely? +

Set action: deny in the PolicyLayer policy for get_github_stats. The AI agent will receive a policy violation error and cannot call the tool. You can also include a reason field to explain why the tool is blocked.

What MCP server provides get_github_stats? +

get_github_stats is provided by the Pavan Madduri — Personal Knowledge MCP Server MCP server (pmady/pavan-profile-mcp). PolicyLayer sits as a proxy in front of this server to enforce policies before tool calls reach the server.

Enforce policy on every Pavan Madduri — Personal Knowledge MCP Server tool call.

Start from Pavan Madduri — Personal Knowledge MCP Server, add the rest of your stack, and see everything your agents can call. Then put policy on all of it.

CHECK YOUR STACK →

Free to start. No card required.

7 Pavan Madduri — Personal Knowledge MCP Server tools catalogued and risk-classified — across an index of 43,000+ MCP servers.