mozilla-ai/cq - Open Source PR Review Scorecard

An open standard for shared agent learning. Agents persist, share, and query collective knowledge so they stop rediscovering the same failures independently.

C-Rank Grade: S (Elite) - 77/100

External PR Merge Rate: 96%

Response Time: 11h

First Timer Success: 88%

Frequently Asked Questions

Is mozilla-ai/cq welcoming to first-time open-source contributors?

mozilla-ai/cq has a recorded first-timer success rate of 87.5%. Repositories ranked S 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 mozilla-ai/cq respond to incoming external pull requests in approximately 10.8 hours on average. Keeping PRs focused on single tasks and ensuring tests pass helps maintainers review faster.

What does the 76.9 C-Rankâ„¢ score (S 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 76.9 places mozilla-ai/cq in the S tier.

What is the external contributor pull request merge rate for mozilla-ai/cq?

The external contributor pull request merge rate for mozilla-ai/cq is 95.9%, based on public PR activity from non-core contributors.

Are there Good First Issues available in mozilla-ai/cq?

mozilla-ai/cq currently has 1 active issue(s) tagged with beginner-friendly labels like "good first issue", "beginner", or "up-for-grabs".

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mozilla-ai/cq

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An open standard for shared agent learning. Agents persist, share, and query collective knowledge so they stop rediscovering the same failures independently.

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AI Maintainer Review Guidelines

Review Persona

Welcoming Community Builder

Warmth Score
9.0/10
Patience Score
8.8/10
Nitpick Rate
35%

Highly welcoming maintainers in mozilla-ai/cq. Prompt code reviews with positive guidance for new contributors.

Top PR Submission Do's

  • •Ensure code complies with the project coding style
  • •Keep PRs scoped to a single concern
  • •Include context and link to the related issue

Top PR Friction Pitfalls (Don'ts)

  • •Do not submit PRs without linking an issue
  • •Do not break existing tests without fixing them
  • •Do not mix unrelated refactors in a single PR
Response Velocity
10 hours
Standard maintainer review cycle

Average Response Latency

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

Merge Efficiency
95.9%
High acceptance rate for external PRs

External Acceptance Rate

Percentage of community pull requests successfully merged into main.

First-Timer Success
87.5%
Strong first-timer PR acceptance rate

First PR Conversion

Rate at which developers submitting their first repository PR succeed.

Active Maintainers
11 core
Highly collaborative maintainer core
Diagnostic Health HUD
95.9%
Merge Gauge
87.5%
1st-Timer
Community Vibe87/100

Embed C-Rank Badge

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

Active Good First Issues (1)

View on GitHub

Split out from #255. The CLI side of OIDC (sign-in, PKCE, keychain storage, Bearer tokens, per-agent API keys) has landed. This issue covers the remaining piece: letting a self-hosted open-source cq server verify access tokens issued by an external IdP (Keycloak, Okta, Entra ID, etc.), so an enterprise can run their own server against their own identity provider. Today, the server authenticates requests two ways (server/backend/src/cq_server/api/deps.py): get_current_user — decodes a JWT signed by the server itself with a symmetric secret (CQ_JWT_SECRET, HS256). require_api_key — HMAC-compares a long-lived API key. Neither validates a token minted by an external IdP. Proposed scope (minimal, configurable): New optional config: CQ_OIDC_ISSUER, CQ_OIDC_AUDIENCE, and optional CQ_OIDC_JWKS_URL (default to {issuer}/.well-known/openid-configuration discovery). A verification path that validates iss, aud, exp, and signature against the issuer's JWKS (asymmetric, RS256/ES256), with JWKS

📅 Opened Jun 9, 2026💬 1 comment
Quality: 80/100Contribute
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Contributor Compatibility & Review Speed Analysis for mozilla-ai/cq

When evaluating whether to contribute to mozilla-ai/cq, 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 mozilla-ai/cq acknowledge new external contributions in approximately 10 hours. Out of all submitted pull requests from non-core authors in the last 180-day window, 95.9% were successfully merged into the primary branch.

Frequently Asked Questions - Contributing to mozilla-ai/cq

01

Is mozilla-ai/cq welcoming to first-time open-source contributors?

mozilla-ai/cq has a recorded first-timer success rate of 87.5%. Repositories ranked Elite 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 ~10 hours. Keeping PRs scoped to single concerns and ensuring CI checks succeed will optimize review turnaround.

03

What does the 76.9 C-Rankâ„¢ score represent?

The C-Rankâ„¢ 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 76.9 places mozilla-ai/cq in the Elite tier.

04

What is the external contributor pull request merge rate for mozilla-ai/cq?

The external pull request merge rate is 95.9%. 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 mozilla-ai/cq?

Yes, mozilla-ai/cq currently has 1 active issue(s) tagged with beginner-friendly labels. You can inspect these directly from the repository issues tab.

GetMerged C-Rankâ„¢ Indexing Standard

All metrics displayed for mozilla-ai/cq 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.

mozilla-ai/cq • 76.9/100 C-Rank (S-Tier) | GetMerged