get_github_activity
AI agents call get_github_activity 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.
This tool appears to fetch live GitHub activity data as part of a queryable professional profile API. It performs data retrieval only—no creation, modification, deletion, execution, or financial operations. The naming pattern and server purpose indicate a passive Read operation consistent with other similar tools on the same MCP server.
From the tool's definition Tool name 'get_github_activity' indicates retrieval of GitHub activity data. Server description states it 'exposes a professional profile...as a queryable API.' Sibling tools (get_eb1a_evidence, get_expertise, get_github_stats, get_profile_summary,…
Documented attack patterns abuse exactly the kind of access get_github_activity gives an agent:
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_activity:
{
"version": "1",
"default": "deny",
"tools": {
"get_github_activity": {}
}
} get_github_activity is read-only, so it stays allowed — but everything else on the server is denied unless you say otherwise.
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get_github_activity. 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.
Register the Pavan Madduri — Personal Knowledge MCP Server MCP server in PolicyLayer and add a rule for get_github_activity: 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.
get_github_activity is a Read tool with low risk. Read-only tools are generally safe to allow by default.
Yes. Add a rate_limit block to the get_github_activity 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.
Set action: deny in the PolicyLayer policy for get_github_activity. 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.
get_github_activity 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.
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.
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7 Pavan Madduri — Personal Knowledge MCP Server tools catalogued and risk-classified — across an index of 43,000+ MCP servers.