🦖 ClawBio - The first bioinformatics-native AI agent skill library. Local-first. Reproducible. Open. Free.
C-Rank Grade: A (Welcoming) - 64/100
External PR Merge Rate: 85%
Response Time: 21h
First Timer Success: 65%
ClawBio/ClawBio has a recorded first-timer success rate of 65.0%. Repositories ranked A typically provide actionable feedback during code reviews and actively nurture new community contributors.
Maintainers in ClawBio/ClawBio respond to incoming external pull requests in approximately 20.7 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 64.1 places ClawBio/ClawBio in the A tier.
The external contributor pull request merge rate for ClawBio/ClawBio is 85.3%, based on public PR activity from non-core contributors.
ClawBio/ClawBio currently has 2 active issue(s) tagged with beginner-friendly labels like "good first issue", "beginner", or "up-for-grabs".
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.
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Skill affected clinical-variant-reporter Describe the bug In live mode (clinical_variant_reporter.py --input <vcf>, without --demo), ACMG classification aborts with AttributeError: 'list' object has no attribute 'lower' as soon as a variant carries ClinVar annotation. Ensembl VEP returns colocated_variants[].clin_sig as a JSON array. _extract_evidence_from_vep stores that array unchanged: ClawBio/skills/clinical-variant-reporter/clinical_variant_reporter.py Lines 209 to 218 in 97f178e for cv in vep_result.get("colocated_variants", []): if "clinvar" in cv.get("var_synonyms", {}) or cv.get("clin_sig"): sigs = cv.get("clin_sig", "") if sigs and not clinvar_sig: clinvar_sig = sigs
Skill name spatial-transcriptomics What it does End-to-end spatial transcriptomics pipeline for 10x Genomics Visium data. Loads SpaceRanger output, runs QC, clustering, and marker gene detection, then computes spatially variable genes (Moran's I), neighbourhood enrichment, and co-occurrence analysis — all in a single reproducible report. Bioinformatics tools it wraps Squidpy, Scanpy, leidenalg Input / Output Input: 10x SpaceRanger outs/ directory (filtered_feature_bc_matrix/ + spatial/) Output: Markdown report with UMAP, spatial scatter plots, marker heatmap, Moran's I table, neighbourhood enrichment matrix, and reproducibility bundle Why it matters Spatial transcriptomics is now mainstream but there is no ClawBio skill for it. Researchers running Visium experiments currently have to stitch together Squidpy tutorials manually. This skill gives them a one-command pipeline with a demo mode that requires no input data. Are you willing to implement it? Yes, I'd like to build this ski
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When evaluating whether to contribute to ClawBio/ClawBio, 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 ClawBio/ClawBio acknowledge new external contributions in approximately 20 hours. Out of all submitted pull requests from non-core authors in the last 180-day window, 85.3% were successfully merged into the primary branch.
ClawBio/ClawBio has a recorded first-timer success rate of 65.0%. Repositories ranked Welcoming typically provide actionable feedback during code reviews and actively nurture new community contributors.
The initial maintainer response time averages ~20 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 64.1 places ClawBio/ClawBio in the Welcoming tier.
The external pull request merge rate is 85.3%. GetMerged isolates non-core community contributions so external developers get an accurate benchmark of PR acceptance probability.
Yes, ClawBio/ClawBio currently has 2 active issue(s) tagged with beginner-friendly labels. You can inspect these directly from the repository issues tab.
All metrics displayed for ClawBio/ClawBio 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.