Private AI platform for agents, assistants and enterprise search. Built-in Agent Builder, Deep research, Document analysis, Multi-model support, and API connectivity for agents.
C-Rank Grade: A (Welcoming) - 67/100
External PR Merge Rate: 45%
Response Time: 8h
First Timer Success: 60%
arc53/DocsGPT has a recorded first-timer success rate of 60.0%. Repositories ranked A typically provide actionable feedback during code reviews and actively nurture new community contributors.
Maintainers in arc53/DocsGPT respond to incoming external pull requests in approximately 7.9 hours on average. Keeping PRs focused on single tasks and ensuring tests pass helps maintainers review faster.
The C-Rank™ system evaluates GitHub projects on a 0–100 scale using real data: PR merge rates, review turnaround time, active maintainer presence, and first-time contributor success. A score of 67.1 places arc53/DocsGPT in the A tier.
The external contributor pull request merge rate for arc53/DocsGPT is 44.6%, based on public PR activity from non-core contributors.
arc53/DocsGPT currently has 19 active issue(s) tagged with beginner-friendly labels like "good first issue", "beginner", or "up-for-grabs".
Strict review standards in arc53/DocsGPT. Ensure PR scope matches issue requirements closely before requesting review.
Discussions in arc53/DocsGPT focus heavily on practical implementation feedback, code formatting standards, and issue reproduction details.
Unlinked PRs without issue context and changes that fail automated test suites face the highest review friction.
Average Response Latency
Tracks hours until a maintainer leaves a review, comment, or PR response.
External Acceptance Rate
Percentage of community pull requests successfully merged into main.
First PR Conversion
Rate at which developers submitting their first repository PR succeed.
Show contributors that your repository actively reviews and merges external pull requests.
[](https://getmerged.abhishekco.de/arc53/DocsGPT?utm_source=github&utm_medium=badge)
Historical health & responsiveness evolution
External PR acceptance
First PR success rate
50% receive response in
90% receive response in
Maintainer review activity heatmap & prime window prediction
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Detected: UTC
Maintainers are most responsive around 14:00 UTC (14:00 UTC in your timezone). Recommended submission window is Monday - Wednesday from 14:00 to 18:00 UTC (14:00 - 18:00 UTC local).
Maintainer Strategy: Maintainer Sweet Spot: PRs under 150 lines merge in ~5 hours (56% approval). Large PRs (>500 lines) take ~38 hours (20% approval). Keep your diff compact for rapid review.
🔖 Feature description Add Alpha Vantage to the Connectors catalog as a remote MCP preset, so agents can answer market questions after one OAuth sign-in. That covers real-time and historical stock quotes, company fundamentals and earnings, forex, crypto, commodities, economic indicators (CPI, GDP, unemployment, Treasury yields), technical indicators, and news sentiment. Alpha Vantage runs an official hosted MCP server at https://mcp.alphavantage.co/mcp (alphavantage/alpha_vantage_mcp). It answers an unauthenticated request with a 401 that points to OAuth metadata, and its authorization server supports dynamic client registration, which is what the preset list requires (see the inclusion rules at the top of docsgpt/connectors/presets/mcp.yaml). Alpha Vantage allowlists the redirect URIs it accepts. DocsGPT cloud's callback was added in alphavantage/alpha_vantage_mcp#18, and registration with it now succeeds. 🎤 Why is this feature needed? People ask agents things like "how did NVD
🔖 Feature description Add draw.io to the Connectors catalog as a remote MCP preset, so agents can draw flowcharts, architecture diagrams and other diagrams and hand the user a link that opens the result in the draw.io editor. draw.io runs an official hosted MCP server at https://mcp.draw.io/mcp (jgraph/drawio-mcp). It needs no sign-in at all, which the preset inclusion rules allow (see the top of docsgpt/connectors/presets/mcp.yaml). 🎤 Why is this feature needed? "Draw our ingestion pipeline as a flowchart" is a very common request in a docs and engineering assistant. draw.io diagrams are editable and widely used, and the server works for every DocsGPT user with no account. ✌️ How do you aim to achieve this? Add an entry to docsgpt/connectors/presets/mcp.yaml, following the existing ones: key: mcp:drawio, name: draw.io, a one-line description icon: drawio, category: projects mcp_url: https://mcp.draw.io/mcp capabilities: [read]; confirm with tools/list docs_url: https://git
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🔖 Feature description Add MotherDuck to the Connectors catalog as a remote MCP preset, so agents can work with a user's MotherDuck (DuckDB in the cloud) databases (browse schemas, run SQL, use shared datasets) after one OAuth sign-in. MotherDuck runs a hosted MCP server at https://api.motherduck.com/mcp. It answers an unauthenticated request with a 401 that points to OAuth metadata, and its authorization server supports dynamic client registration (a registration with a non-localhost redirect URI was accepted), which is exactly what the preset list requires (see the inclusion rules at the top of docsgpt/connectors/presets/mcp.yaml). Users don't need to register an app or paste an API key. 🎤 Why is this feature needed? Analysts want to ask "which 10 products grew fastest last quarter?" and get an answer backed by a real SQL query, not a guess. MotherDuck runs that SQL for the agent. Today they would have to set it up as a custom MCP server by hand. ✌️ How do you aim to achieve
🔖 Feature description Add Composio Connect to the Connectors catalog as a remote MCP preset, so agents can work with 1,000+ apps (Gmail, Google Calendar, GitHub, Slack, HubSpot and many more) through one connection after one OAuth sign-in. Composio Connect runs a hosted MCP server at https://connect.composio.dev/mcp. It answers an unauthenticated request with a 401 that points to OAuth metadata, and its authorization server supports dynamic client registration (a registration with a non-localhost redirect URI was accepted), which is exactly what the preset list requires (see the inclusion rules at the top of docsgpt/connectors/presets/mcp.yaml). Users don't need to register an app or paste an API key. 🎤 Why is this feature needed? Many popular apps can't be presets on their own: Google Workspace, Slack, GitHub and HubSpot all require a pre-registered OAuth app. Composio Connect covers them behind a single sign-in. An agent can then do things like "summarise my unread Gmail from i
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When evaluating whether to contribute to arc53/DocsGPT, response velocity and maintainer engagement are crucial. GetMerged continuously tracks pull request trajectories, first-comment latency, and code review rounds to help developers avoid submitting pull requests to backlogged repositories.
Currently, maintainers of arc53/DocsGPT acknowledge new external contributions in approximately 7 hours. Out of all submitted pull requests from non-core authors in the last 180-day window, 44.6% were successfully merged into the primary branch.
arc53/DocsGPT has a recorded first-timer success rate of 60.0%. Repositories ranked Welcoming typically provide actionable feedback during code reviews and actively nurture new community contributors.
The initial maintainer response time averages ~7 hours. Keeping PRs scoped to single concerns and ensuring CI checks succeed will optimize review turnaround.
The C-Rank™ index scores repositories on a 0 to 100 scale using an objective formula: external PR merge rates, initial response speed, active maintainer count, and first-time contributor retention. A score of 67.1 places arc53/DocsGPT in the Welcoming tier.
The external pull request merge rate is 44.6%. GetMerged isolates non-core community contributions so external developers get an accurate benchmark of PR acceptance probability.
Yes, arc53/DocsGPT currently has 19 active issue(s) tagged with beginner-friendly labels. You can inspect these directly from the repository issues tab.
All metrics displayed for arc53/DocsGPT are automatically retrieved via the public GitHub API and recalculated daily. Insider pull requests submitted by repository owners or organization members are excluded from merge rate calculations to preserve objective external contributor statistics.