Knowledge resilience report
Fragile Resilience 54/100 · F · team profile
integration
llama
ml
Patterns detected Fragile Velocity
Business implication An unexpected departure of the top contributor would orphan 262 critical files and likely slow feature delivery by 3–5 weeks while the team learns the surface.
Pair Daniel Hiltgen (dhiltgen@github) on 'ml' — bus factor 1 across 25 files
Resilience is **Fragile** (54/100). Weakest dimension: ownership concentration (F). This is a structural property — typical for founder-led or single-maintainer projects — not a verdict on project health.
Risk inventory: 7 service(s) rest on a single contributor; 262 file(s) would become orphans if the top contributor leaves; 10 file(s) carry high correction load (≥35% fix/revert); 32 service(s) lack AI-readable operational context.
Top recommended action: Pair Daniel Hiltgen (dhiltgen@github) on 'ml' — bus factor 1 across 25 files
--api-key sk-ant-... --provider anthropic --model claude-sonnet-4-6or set
narrative.api_key in .blindspot.yaml.
Without a key, this rule-based narrator is used — deterministic,
in-process, no network.
Fragile resilience overall (score 54). Weakest dimension: AI operational readiness at 0.
Team-based Multiple maintainers without a single dominant contributor.
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.
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 | Medium | Ownership Diversification |
Single-owner concentration
Diversify ownership of 'integration' (currently single-owner)
Service 'integration' has bus factor 1 across 23 files; Daniel Hiltgen (dhiltgen@github) holds 98% 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 23 files — Daniel Hiltgen (dhiltgen@github) holds 98% of effective ownership.
|
integration |
bus_factor=1, top_owner_coverage=98%, files=23 |
| High | Medium | Ownership Diversification |
Single-owner concentration
Diversify ownership of 'llama' (currently single-owner)
Service 'llama' has bus factor 1 across 10 files; Daniel Hiltgen (dhiltgen@github) holds 89% 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 10 files — Daniel Hiltgen (dhiltgen@github) holds 89% of effective ownership.
|
llama |
bus_factor=1, top_owner_coverage=89%, files=10 |
| High | Medium | Ownership Diversification |
Single-owner concentration
Diversify ownership of 'ml' (currently single-owner)
Service 'ml' has bus factor 1 across 25 files; Daniel Hiltgen (dhiltgen@github) holds 83% 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 25 files — Daniel Hiltgen (dhiltgen@github) holds 83% of effective ownership.
|
ml |
bus_factor=1, top_owner_coverage=83%, files=25 |
| High | Medium | Ownership Diversification |
Single-owner concentration
Diversify ownership of 'sample' (currently single-owner)
Service 'sample' has bus factor 1 across 5 files; Jeffrey Morgan (jmorganca@gmail.com) holds 100% 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 5 files — Jeffrey Morgan (jmorganca@gmail.com) holds 100% of effective ownership.
|
sample |
bus_factor=1, top_owner_coverage=100%, files=5 |
| High | Medium | Ownership Diversification |
Single-owner concentration
Diversify ownership of 'updater' (currently single-owner)
Service 'updater' has bus factor 1 across 7 files; Daniel Hiltgen (dhiltgen@github) holds 87% of effective ownership. Pair them with at least two additional engineers and rotate code reviews for this area over the next 60 days. Start with these 2 files: app/updater/updater_darwin.go, app/updater/updater_windows.go.
▸ Bus factor 1 over 7 files — Daniel Hiltgen (dhiltgen@github) holds 87% of effective ownership.
|
updater |
bus_factor=1, top_owner_coverage=87%, files=7, top_files=app/updater/updater_darwin.go+1 |