Analytics

OSS Insight MCP Server

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OSSInsight provides deep analytics and insights for open source projects on GitHub, powered by TiDB Cloud. Track trending repos, explore collections, analyze issue creators, pull request contributors, and stargazer demographics across countries and organizations.

Managed
18 tools
Agent guide included

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AI Skill
SKILL.md

Domain knowledge for OSS Insight — workflow patterns, data models, and gotchas for your AI agent.

OSS Insight

OSSInsight provides deep analytics and insights for open source projects on GitHub, powered by TiDB Cloud. Track trending repos, explore collections, analyze issue creators, pull request contributors, and stargazer demographics across countries and organizations.

Data Model

  • Trending Repos are ranked by period (past_week, etc.) and language. No auth required.
  • Collections are curated repo sets. Enumerate collections, hot collections, and repos within a collection.
  • Collection Rankings by stars, PRs, or issues — require collection_id and period.
  • Issue Creators and PR Creators are per-repo (owner/repo). History, countries, orgs available.
  • Stargazers — countries, history, orgs per repo.

Gotchas

  • No auth: API is public. Rate limit 600/hour per IP, 1000/min globally. 10 calls/minute in config.
  • owner/repo: Use GitHub owner/repo format (e.g. pingcap, tidb). No leading slash.
  • Period: past_week, past_28_days, etc. Check each endpoint for supported periods.

Tools in this Server (18)

Ossinsight Collection Ranking By Issues

Rank repositories within a collection by issue activity growth. Returns each repo's current and past period issue growth, rank position, rank changes,...

Ossinsight Collection Ranking By Prs

Rank repositories within a collection by pull request activity growth. Returns each repo's current and past period PR growth, rank position, rank chan...

Ossinsight Collection Ranking By Stars

Rank repositories within a collection by star growth. Returns each repo's current and past period star growth, rank position, rank changes, and total ...

Ossinsight Issue Creators Countries

List the countries and regions where a repository's issue creators are located. Returns country_code (ISO 2-letter), issue_creators count, and percent...

Ossinsight Issue Creators History

Get the historical trend of issue creators over time for a GitHub repository. Returns date, cumulative issue_creators count, and new_in_period (net ne...

Ossinsight Issue Creators Orgs

List the organizations that issue creators belong to for a GitHub repository. Returns org_name, issue_creators count, and percentage. Reveals which co...

Ossinsight List Collection Repos

List all repositories in a specific OSSInsight collection. Returns repo_id and repo_name for each repository in the collection. Use this to see which ...

Ossinsight List Collections

List all available OSSInsight collections. Collections are curated groups of related GitHub repositories (e.g., 'JavaScript Framework', 'Database', 'L...

Ossinsight List Hot Collections

List currently hot/trending OSSInsight collections with their top repositories. Returns collection id, name, and embedded repo data including repo_id,...

Ossinsight List Issue Creators

List users who have created issues in a GitHub repository, with issue counts and first issue dates. Sortable by issue count, first activity date, or u...

Ossinsight List Pr Creators

List users who have created pull requests in a GitHub repository, with PR counts and first PR opened/merged dates. Sortable by PR count, first activit...

Ossinsight List Trending Repos

List trending GitHub repositories from OSSInsight, ranked by a composite score based on stars, forks, pull requests, and pushes. Filter by time period...

Ossinsight Pr Creators Countries

List the countries and regions where a repository's pull request creators are located. Returns country_code (ISO 2-letter), pull_request_creators coun...

Ossinsight Pr Creators History

Get the historical trend of pull request creators over time for a GitHub repository. Returns date, cumulative pull_request_creators count, and new_in_...

Ossinsight Pr Creators Orgs

List the organizations that pull request creators belong to for a GitHub repository. Returns org_name, pull_request_creators count, and percentage. Re...

Ossinsight Stargazers Countries

List the countries and regions where a repository's stargazers are located. Returns country_or_area code (ISO 2-letter), count, and percentage. Reveal...

Ossinsight Stargazers History

Get the historical trend of stargazers over time for a GitHub repository. Returns date, cumulative stargazers count, and new_in_period (net new stars ...

Ossinsight Stargazers Orgs

List the organizations that a repository's stargazers belong to. Returns org_name, stargazers count, and percentage. Reveals which companies and organ...

Frequently Asked Questions

What is the OSS Insight MCP server?

OSSInsight provides deep analytics and insights for open source projects on GitHub, powered by TiDB Cloud. Track trending repos, explore collections, analyze issue creators, pull request contributors, and stargazer demographics across countries and organizations. It provides 18 tools that AI agents can use through the Model Context Protocol (MCP).

How do I connect OSS Insight to my AI agent?

Add the MCPBundles server URL to your MCP client configuration (Claude Desktop, Cursor, VS Code, etc.). The URL format is: https://mcp.mcpbundles.com/bundle/ossinsight. Authentication is handled automatically.

How many tools does OSS Insight provide?

OSS Insight provides 18 tools that can be called by AI agents, along with a SKILL.md that gives your AI agent domain knowledge about when and how to use them.

What authentication does OSS Insight require?

OSS Insight uses open data APIs — no authentication required.

Setup Instructions

Connect OSS Insight to any MCP client in minutes

MCP URLhttps://mcp.mcpbundles.com/bundle/ossinsight

One-click install:

The link prefills the Add custom connector dialog — you still review the values and click Add, then Connect to complete OAuth.

Or add manually

  1. Open claude.ai → Settings → Connectors.
  2. Click the + button and choose Add custom connector.
  3. Set Name to OSS Insight and paste the MCP URL into Remote MCP server URL.
  4. Click Add. OSS Insight will appear under Not connected — select it and click Connect to complete OAuth.
Name: OSS Insight
Remote MCP server URL: https://mcp.mcpbundles.com/bundle/ossinsight
Authentication: OAuth

Custom connectors at claude.ai require a paid Claude plan (Pro, Max, Team, or Enterprise).

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OSS Insight MCP Server & Skill — 18 Tools