deeplethe/utopia - Open Source PR Review Scorecard

World's first open-source enterprise world model.

C-Rank Grade: A (Welcoming) - 59/100

External PR Merge Rate: 15%

Response Time: -

First Timer Success: -

Frequently Asked Questions

Is deeplethe/utopia welcoming to first-time open-source contributors?

deeplethe/utopia has a recorded first-timer success rate of 0.0%. Repositories ranked A typically provide actionable feedback during code reviews and actively nurture new community contributors.

How fast can I expect code review feedback on my pull request?

Maintainers in deeplethe/utopia respond to incoming external pull requests in approximately 0.0 hours on average. Keeping PRs focused on single tasks and ensuring tests pass helps maintainers review faster.

What does the 59.3 C-Rank™ score (A Tier) represent?

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 59.3 places deeplethe/utopia in the A tier.

What is the external contributor pull request merge rate for deeplethe/utopia?

The external contributor pull request merge rate for deeplethe/utopia is 15.0%, based on public PR activity from non-core contributors.

Are there Good First Issues available in deeplethe/utopia?

deeplethe/utopia currently has 2 active issue(s) tagged with beginner-friendly labels like "good first issue", "beginner", or "up-for-grabs".

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deeplethe/utopia

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World's first open-source enterprise world model.

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AI Maintainer Review Guidelines

Review Persona

Active Open-Source Maintainer

Warmth Score
7.8/10
Patience Score
8.2/10
Nitpick Rate
20%

Active maintainer team in deeplethe/utopia welcoming community pull requests and bug fixes.

Top PR Submission Do's

  • •Ensure code complies with repository style conventions
  • •Keep PRs focused and well-documented

Top PR Friction Pitfalls (Don'ts)

  • •Do not submit unlinked PRs without context
  • •Do not break existing automated test suites
Response Velocity
-
No reviewer activity recorded

Average Response Latency

Tracks hours until a maintainer leaves a review, comment, or PR response.

Merge Efficiency
15.0%
Selective PR acceptance rate

External Acceptance Rate

Percentage of community pull requests successfully merged into main.

First-Timer Success
0.0%
No first-timer merges recorded in window

First PR Conversion

Rate at which developers submitting their first repository PR succeed.

Active Maintainers
11 core
Highly collaborative maintainer core
Diagnostic Health HUD
15.0%
Merge Gauge
0.0%
1st-Timer
Community Vibe6/100

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GetMerged C-Rank badge for deeplethe/utopia
[![GetMerged C-Rank](https://getmerged.abhishekco.de/api/badge/deeplethe/utopia)](https://getmerged.abhishekco.de/deeplethe/utopia?utm_source=github&utm_medium=badge)

Active Good First Issues (4)

View on GitHub

Snowflake support landed in #239 with wiremock replays of the protocol, but it has never run against a Snowflake account with a programmatic access token or OAuth token. If you have one, please register it under System settings > Data sources as snowflake://:[email protected]/DB/SCHEMA?warehouse=WH then Test, mount it on a base, refresh the schema, and ask Chat a question that needs a query. What we need back: whether Test and the schema sync succeed, what the schema document looks like (table count, comments present or not), and one query_data round trip — the SQL the model wrote and what came back. Anything that fails, paste the error text; the engine surfaces the service's own message. See docs/decisions/0017 for what is deliberately not supported yet (key-pair JWT for Snowflake, Kerberos / OAuth2 for Trino).

📅 Opened Sep 3, 2026💬 0 comments
Quality: 50/100Contribute

Databricks support landed in #239 with wiremock replays of the protocol, but it has never run against a Databricks workspace with a running SQL warehouse. If you have one, please register it under System settings > Data sources as databricks://:TOKEN@host/sql/1.0/warehouses/ID?catalog=main then Test, mount it on a base, refresh the schema, and ask Chat a question that needs a query. What we need back: whether Test and the schema sync succeed, what the schema document looks like (table count, comments present or not), and one query_data round trip — the SQL the model wrote and what came back. Anything that fails, paste the error text; the engine surfaces the service's own message. See docs/decisions/0017 for what is deliberately not supported yet (key-pair JWT for Snowflake, Kerberos / OAuth2 for Trino).

📅 Opened Sep 3, 2026💬 0 comments
Quality: 50/100Contribute

The Notion source ships with parsing tests only. Nobody has pointed it at a real workspace. Unlike the other connectors there is no way to close this locally: Notion is closed-source SaaS with no emulator, and the open-source alternatives (AppFlowy, AFFiNE) do not speak its API. The risk is the same one that bit S3, which passed its construction tests and still broke on every bucket with a folder in it until a live endpoint was tried. What would help: create an internal integration, share one page with it, run the test. # Settings -> My connections -> New internal integration # then share a page with it from the page's ... menu UTOPIA_NOTION_TEST_TOKEN=ntn_xxx cargo test -p utopia-server notion A free workspace with a single page works. The token is read-only over exactly the pages you share with it. The parts most likely to be wrong, none of which construction tests reach: Pagination. Both /v1/search and /v1/blocks/{id}/children page at 100. A workspace with more than that exercises

📅 Opened Sep 2, 2026💬 6 comments
Quality: 50/100Contribute

The GCS source ships with construction tests only. Nobody has pointed it at a real bucket. That gap is not theoretical. S3 passed the same construction tests and still had a bug that broke every bucket anyone had clicked a "new folder" button in: object_store normalises the trailing slash off a directory marker, so the filter never fired, the GET asked for a key that does not exist, and the 404 took the whole sync down. Only a live endpoint found it. GCS shares that fetch path and adds its own builder configuration on top. fsouza/fake-gcs-server cannot close this. It implements the JSON API (/storage/v1/b/...) while object_store lists over the XML API (/bucket?list-type=2), and returns 404 there. The usual emulator does not exercise the path we use. What would help: run the existing test against a real bucket and report what happens. UTOPIA_GCS_TEST_ENDPOINT=https://storage.googleapis.com \ UTOPIA_GCS_TEST_BUCKET=your-bucket \ UTOPIA_GCS_TEST_KEY="$(cat service-account.json)" \ c

📅 Opened Sep 2, 2026💬 0 comments
Quality: 50/100Contribute
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Contributor Compatibility & Review Speed Analysis for deeplethe/utopia

When evaluating whether to contribute to deeplethe/utopia, 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 deeplethe/utopia acknowledge new external contributions in approximately -. Out of all submitted pull requests from non-core authors in the last 180-day window, 15.0% were successfully merged into the primary branch.

Frequently Asked Questions - Contributing to deeplethe/utopia

01

Is deeplethe/utopia welcoming to first-time open-source contributors?

deeplethe/utopia has a recorded first-timer success rate of 0.0%. Repositories ranked Welcoming typically provide actionable feedback during code reviews and actively nurture new community contributors.

02

How fast can I expect code review feedback on my pull request?

The initial maintainer response time averages ~-. Keeping PRs scoped to single concerns and ensuring CI checks succeed will optimize review turnaround.

03

What does the 59.3 C-Rank™ score represent?

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 59.3 places deeplethe/utopia in the Welcoming tier.

04

What is the external contributor pull request merge rate for deeplethe/utopia?

The external pull request merge rate is 15.0%. GetMerged isolates non-core community contributions so external developers get an accurate benchmark of PR acceptance probability.

05

Are there beginner Good First Issues open in deeplethe/utopia?

Yes, deeplethe/utopia currently has 2 active issue(s) tagged with beginner-friendly labels. You can inspect these directly from the repository issues tab.

GetMerged C-Rank™ Indexing Standard

All metrics displayed for deeplethe/utopia 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.