blindspot

Knowledge resilience report

Repository: /private/tmp/cohort10/cline
Generated 2026-05-20 13:07 UTC · window: last 90 days · blindspot v0.2.0

Executive brief

Fragile Resilience 58/100 · F · team profile

Top 3 risks
  1. HIGH Diversify ownership of '.clinerules' (currently single-owner) .clinerules
  2. HIGH Diversify ownership of 'cli' (currently single-owner) cli
  3. HIGH Diversify ownership of 'locales' (currently single-owner) locales

Business implication An unexpected departure of the top contributor would orphan 759 critical files and likely slow feature delivery by 3–5 weeks while the team learns the surface.

Executive summary

Pair Saoud Rizwan (saoudrizwan@github) on 'cli' — bus factor 1 across 143 files

Resilience is **Fragile** (58/100). Weakest dimension: ownership concentration (F).

Risk inventory: 3 service(s) rest on a single contributor; 759 file(s) would become orphans if the top contributor leaves; 142 file(s) carry high correction load (≥35% fix/revert); 20 service(s) lack AI-readable operational context.

Top recommended action: Pair Saoud Rizwan (saoudrizwan@github) on 'cli' — bus factor 1 across 143 files

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Overview

Engineering Resilience Score

Overall
58/100 F
Fragile

Fragile resilience overall (score 58). Weakest dimension: AI operational readiness at 7.

Team-based Multiple maintainers without a single dominant contributor.

Key signals — the six questions

Six concrete questions, each with a one-number answer. This is the report. Everything below is supporting detail; run with --detailed for the deep-dive sections.

Ownership concentration F
3 services rest on a single owner
If that person is unavailable, no one else can confidently change these areas.
Single-engineer dependency
759 files orphan if the top contributor leaves
These files would have no confident owner the day that person walks out.
Knowledge decay
No file is critically decayed
Owners are still close to the code they own.
Review depth
Reviews carry substantive comments
Approvals reflect real scrutiny, not rubber-stamping.
Correction load B
142 files carry a heavy bugfix tail
After each feature these files get a stream of fix/revert commits — stability is paying for delivery pace.
AI-readable context F
Repo lacks AI-readable operational context (1/5)
No specs, architecture notes / ADRs, prompts at the repo root — a new human or AI agent must reverse-engineer the codebase.

Recommended actions

Concrete next steps derived from the signals in this report. Each action is tied to a specific finding — treat them as conversation starters with the team, not directives.

Priority Confidence Category Title Target Evidence
High High Ownership Diversification Single-owner concentration Diversify ownership of '.clinerules' (currently single-owner)
Service '.clinerules' has bus factor 1 across 13 files; CandiedUniverse (candieduniverse@github) holds 85% of effective ownership. Pair them with at least two additional engineers and rotate code reviews for this area over the next 60 days.
▸ Bus factor 1 over 13 files — CandiedUniverse (candieduniverse@github) holds 85% of effective ownership.
.clinerules bus_factor=1, top_owner_coverage=85%, files=13
High High Ownership Diversification Single-owner concentration Diversify ownership of 'cli' (currently single-owner)
Service 'cli' has bus factor 1 across 143 files; Saoud Rizwan (saoudrizwan@github) holds 85% of effective ownership. Pair them with at least two additional engineers and rotate code reviews for this area over the next 60 days. Cadence: one file per sprint to keep the load reviewable.
▸ Bus factor 1 over 143 files — Saoud Rizwan (saoudrizwan@github) holds 85% of effective ownership.
cli bus_factor=1, top_owner_coverage=85%, files=143
High High Ownership Diversification Single-owner concentration Diversify ownership of 'locales' (currently single-owner)
Service 'locales' has bus factor 1 across 24 files; Saoud Rizwan (saoudrizwan@github) holds 92% of effective ownership. Pair them with at least two additional engineers and rotate code reviews for this area over the next 60 days. Cadence: aim to cover the top files this quarter.
▸ Bus factor 1 over 24 files — Saoud Rizwan (saoudrizwan@github) holds 92% of effective ownership.
locales bus_factor=1, top_owner_coverage=92%, files=24
Medium High Codeowners Update Update CODEOWNERS for .github/copilot-instructions.md
Declared owners (@saoudrizwan, @arafatkatze, @maxpaulus43, @candieduniverse) do not include the current top contributor. M.Yoshida(Jyuko Co.,Ltd) (mitsunori_yoshida_8@hotmail.com) holds 44% of effective ownership. Either add them to the CODEOWNERS rule or assign explicit cross-coverage.
▸ Declared owner does not include the actual top contributor (M.Yoshida(Jyuko Co.,Ltd) (mitsunori_yoshida_8@hotmail.com) at 44% coverage).
.github/copilot-instructions.md declared=@saoudrizwan, @arafatkatze, @maxpaulus43, @candieduniverse, actual_top=mitsunori_yoshida_8@hotmail.com, coverage=44%, line=1
Medium High Quality Guardrail Fragile velocity Stabilize delivery on src/core/task/index.ts
38% of recent commits to this file are follow-up fixes or reverts (8 of 21). Consider tightening review depth, adding regression tests, or pairing on the next non-trivial change to this surface.
▸ 38% of recent commits to this file are follow-up fixes or reverts — work surface ships fast but corrections pay the bill.
src/core/task/index.ts correction_ratio=38%, fixes=7, reverts=1, total=21