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Pavan Madduri — Personal Knowledge MCP Server

by pmady

get_github_activity

Fetch live GitHub pull requests for a user or specific repository. Retrieve recent activity across tracked repos or filter by owner/repo.

Instructions

Fetch Pavan's latest GitHub pull requests (live from GitHub API).

Input Schema

TableJSON Schema
NameRequiredDescriptionDefault
repoNoOptional GitHub repo in 'owner/repo' format (e.g. 'dragonflyoss/client'). If omitted, fetches recent activity across all tracked repos.
limitNoMax number of PRs to return (default 10, max 30).

Output Schema

TableJSON Schema
NameRequiredDescriptionDefault
resultYes
Behavior2/5

Does the description disclose side effects, auth requirements, rate limits, or destructive behavior?

No annotations are provided, so the description must carry the burden of behavioral disclosure. It mentions 'live from GitHub API' suggesting real-time data, but does not disclose rate limits, authentication needs, error handling, or that it is scoped to a specific user ('Pavan'). This lack of detail is a gap.

Agents need to know what a tool does to the world before calling it. Descriptions should go beyond structured annotations to explain consequences.

Conciseness5/5

Is the description appropriately sized, front-loaded, and free of redundancy?

The description is a single sentence that is front-loaded with the action and resource. No extraneous words, achieving high conciseness.

Shorter descriptions cost fewer tokens and are easier for agents to parse. Every sentence should earn its place.

Completeness3/5

Given the tool's complexity, does the description cover enough for an agent to succeed on first attempt?

Given the tool is simple (2 params, no nested objects, has output schema), the description is minimal but adequate. It doesn't explain output format (though output schema exists) or error scenarios. Could be more complete, but meets the minimum.

Complex tools with many parameters or behaviors need more documentation. Simple tools need less. This dimension scales expectations accordingly.

Parameters3/5

Does the description clarify parameter syntax, constraints, interactions, or defaults beyond what the schema provides?

Schema coverage is 100%, so the baseline is 3. The description does not add any parameter information beyond what the schema already provides (repo format, limit default/max). Hence, no added value.

Input schemas describe structure but not intent. Descriptions should explain non-obvious parameter relationships and valid value ranges.

Purpose5/5

Does the description clearly state what the tool does and how it differs from similar tools?

The description clearly states the verb 'Fetch', the resource 'Pavan's latest GitHub pull requests', and the source 'live from GitHub API'. It distinguishes itself from sibling tools like get_github_stats (stats) and get_profile_summary by specifying pull requests as the focus.

Agents choose between tools based on descriptions. A clear purpose with a specific verb and resource helps agents select the right tool.

Usage Guidelines3/5

Does the description explain when to use this tool, when not to, or what alternatives exist?

The description implies usage for retrieving pull requests but does not explicitly state when to use this tool over alternatives like get_github_stats or search_contributions. No guidance on when not to use it is provided.

Agents often have multiple tools that could apply. Explicit usage guidance like "use X instead of Y when Z" prevents misuse.

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