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cli/cli

https://github.com/cli/cli · commit ec5b512045db · evaluated 2026-10-12 with neosloc 0.8.0 · JSON

2.11 integrability index over 9 applicable dimensions
service, cli, library surfaces · uses credentials
$3.2M → $355k classic COCOMO → neosloc value (11% survives)
buy make / buy = 71.48 over 3 years

Dimensions

Interface surface 4 exemplary [service] A second surface: another transport (HTTP and a protocol, two protocols), an MCP server, a CLI with JSON output, or an SDK.

Can another program use it through a documented, machine-readable surface?

  • next: [cli] L4 The output format is specified by a JSON Schema. (no JSON Schema for the output)
  • next: [library] L4 An API reference is generated from the code (autodoc, mkdocstrings, typedoc, …). (no generated API reference)

cli ladder · level 3

  • ✓ L1 Invocable non-interactively: no prompts, or prompts guarded by a TTY check or a --yes/--no-input option. no interactive prompts
  • ✓ L2 --help documents every option (at least 90% of options have help text). internal/ghcmd/cmd.go 5 matches
  • ✓ L3 Machine-readable output (--json/--format) and documented exit statuses. script/build.go 1 match.github/skills/cli-exercise/references/examples.md 1 match
  • ✗ L4 The output format is specified by a JSON Schema. no JSON Schema for the output

library ladder · level 3

  • ✓ L1 An importable, packaged API exists. go.mod Go module with exported packages
  • ✓ L2 The public API is delimited (__all__, an exports map, exported identifiers). go.mod exported identifiers
  • ✓ L3 The public API is statically typed (py.typed, type declarations, a typed language). go.mod statically typed language
  • ✗ L4 An API reference is generated from the code (autodoc, mkdocstrings, typedoc, …). no generated API reference

service ladder · level 4

Contract stability 1 ad hoc Releases are versioned (semver tags or versioned changelog sections).

Can integrators rely on it not changing under them?

  • next: L2 A changelog exists and marks breaking changes. (no changelog)

all ladder · level 1

  • ✓ L1 Releases are versioned (semver tags or versioned changelog sections). 205 semver tags, latest v2.102.0
  • ✗ L2 A changelog exists and marks breaking changes. no changelog
  • ✗ L3 A deprecation mechanism is used in code (warnings, @deprecated, Deprecation/Sunset headers) or the API is versioned. no deprecation mechanism or API versioning
  • ✓ L4 Across tagged releases, no OpenAPI operation, CLI option or __all__ symbol was removed without first being deprecated. 20 tagged releases compared
Events 2 partial Webhooks sent by this system, or a streaming endpoint (SSE, WebSocket).

Can others react to state changes without polling?

  • next: L3 Signed webhooks registrable through the API, or two mechanisms (webhooks, streams, a broker). (one delivery mechanism, or webhooks that are unsigned or not registrable through the API)

service ladder · level 2

Identity 3 solid [cli] No output or log statement includes a credential.

Can a machine act with its own revocable, least-privilege identity?

  • next: [service] L1 Programmatic authentication (bearer tokens, API keys). (no token auth)
  • next: [cli] L4 Several profiles or scoped credentials per target. (no credential profiles)
  • next: [library] L4 Several profiles or scoped credentials per target. (no credential profiles)

cli ladder · level 3

  • ✓ L1 Credentials can be supplied non-interactively (environment variables). internal/ghcmd/cmd.go 2 matchesscript/build.go 1 match
  • ✓ L2 Credentials never need to be on the command line, and their environment variables are documented. .github/skills/vhs-demo/SKILL.md 4 matches
  • ✓ L3 No output or log statement includes a credential. no credential in print/log statements
  • ✗ L4 Several profiles or scoped credentials per target. no credential profiles

library ladder · level 3

  • ✓ L1 Credentials can be supplied non-interactively (environment variables). internal/ghcmd/cmd.go 2 matchesscript/build.go 1 match
  • ✓ L2 The credential environment variables are documented. .github/skills/vhs-demo/SKILL.md 4 matches
  • ✓ L3 No output or log statement includes a credential. no credential in print/log statements
  • ✗ L4 Several profiles or scoped credentials per target. no credential profiles

service ladder · level 0

Data portability n/a Not applicable: owns no persistent data.

Can its data get in and out, in bulk, in open formats, with an explicit schema?

Agent ergonomics 3 solid [cli] Documented exit statuses distinguish error classes, errors are JSON in JSON mode, and color is off when not a TTY.

Can an automated caller use it without guessing, and recover from failure?

  • next: [service] L2 Field-level validation errors, and paginated lists. (no request validation)
  • next: [cli] L4 --dry-run, limits for long or costly operations (timeouts, budgets), and agent docs. (no timeout/budget options)
  • next: [library] L1 Errors are specific exception types, and library code never calls sys.exit. (no exception classes)

cli ladder · level 3

library ladder · level 0

service ladder · level 1

  • ✓ L1 Errors are machine-readable: consistent JSON over HTTP, or a standard protocol's native error replies (RESP errors, MQTT reason codes, gRPC status, SQLSTATE). pkg/cmd/api/api.go 2 matchespkg/httpmock/stub.go 1 match
  • ✗ L2 Field-level validation errors, and paginated lists. no request validation
  • ✗ L3 Typed errors (RFC 9457 over HTTP, or a standard protocol's typed error codes), idempotent writes (Idempotency-Key), and rate-limit signals. no typed errors
  • ✗ L4 Dry-run or validate-only, conditional requests, and agent docs. no ETags
Embeddability 3 solid [library] Published to a public registry, with at most 10 runtime dependencies.

Can another system run and compose it without a human?

  • next: [service] L2 Configured through environment variables, documented: a .env example, a config schema, or docs naming at least half of the variables the code reads. (the environment variables aren't documented)
  • next: [cli] L3 Published to a public registry and run non-interactively in CI. (the command isn't run in CI)
  • next: [library] L4 Optional features behind extras/features. (no optional extras)

cli ladder · level 2

library ladder · level 3

service ladder · level 1

  • ✓ L1 Runnable from source with documented steps (a README with commands). README.md
  • ✗ L2 Configured through environment variables, documented: a .env example, a config schema, or docs naming at least half of the variables the code reads. the environment variables aren't documented
  • ✗ L3 A container image. no Dockerfile
  • ✗ L4 Composition artifacts (compose, Helm, IaC). no compose/Helm/IaC
Extensibility 0 absent Not yet: Internal seams: a registry, registration function or plugin manager.

Can behaviour be added without modifying the code?

  • next: L1 Internal seams: a registry, registration function or plugin manager. (no registry or registration function)

all ladder · level 0

  • ✗ L1 Internal seams: a registry, registration function or plugin manager. no registry or registration function
  • ✗ L2 The docs show how to add behaviour through those seams (even in-tree). no registration functions to document
  • ✗ L3 Out-of-tree extensions are discovered (entry points, a plugin directory, configuration) without editing the package. extensions must be added inside the package
  • ✗ L4 The extension API is versioned, has lifecycle hooks, and has example extensions. no lifecycle hooks
Observability 1 ad hoc [cli] Meaningful exit statuses, and errors on stderr.

Can an operator, or an orchestrating agent, tell whether it works and why not?

  • next: [service] L1 A health or readiness endpoint, or a container healthcheck. (no health endpoint or healthcheck)
  • next: [cli] L2 Verbosity control for diagnostics (--quiet, --log-level, --debug). (no --quiet or log-level control)
  • next: [library] L1 Logs through a standard logger namespace and never prints from library code. (no standard logger)

cli ladder · level 1

library ladder · level 0

  • ✗ L1 Logs through a standard logger namespace and never prints from library code. no standard logger
  • ✗ L2 Log levels are used meaningfully (at least two levels). fewer than two log levels used
  • ✗ L3 Optional metrics or tracing hooks. no metrics or tracing hooks
  • ✗ L4 OpenTelemetry instrumentation available. no OpenTelemetry instrumentation

service ladder · level 0

  • ✗ L1 A health or readiness endpoint, or a container healthcheck. no health endpoint or healthcheck
  • ✗ L2 Structured logs. no structured logging
  • ✗ L3 Metrics. no metrics
  • ✗ L4 Distributed tracing (OpenTelemetry). no tracing
Change legibility 2 partial CI runs the tests; applications pin dependencies (libraries and zero-dependency projects are exempt).

Can an agent change it safely with limited context?

  • next: L3 At least 90% of modules fit 32k tokens and no file exceeds 12k; test/source token ratio at least 0.3; at least 70% of the code is typed. (100% of modules fit 32k tokens; 2 files over 12k)

all ladder · level 2

Make or buy

Make with agents

6,446,934 output + 161,173,350 input tokens on anthropic:claude-opus-5-5 ≈ $253.

71.6 agent-hours · 73.9 human days (44.7 steering + 29.2 rediscovering history).

$57,798 over 3 years

Buy (adopt as is)

2 min to running (via library) + 2 min to first use (via service).

240 min/year of upgrades; price $0/year.

$809 over 3 years

Buying wins below $18,997 per year. How this is estimated.

Classic COCOMO vs neosloc value

Classic COCOMO (sloccount)

95.47 KSLOC → 287.8 person-months over 21.5 months.

$3.2M

The effort to write it by hand, as COCOMO priced it in 1981.

neosloc value (neoCOCOMO)

Reproduce with agents: 31.4 PM (×0.11 of classic; 98% of behaviour captured by tests, contract and docs).

Rediscover uncaptured history: 1.4 PM (1231 fixes in 8971 commits by 719 authors).

× leverage 1.01 (integrability) × obsolescence 0.95.

$355k (31.6 PM)

What survives

11% of the classic figure

4% of the replacement cost lives only in code and history.

How the value is estimated.

History

2026-10-07: 2.112026-10-07: 2.112026-10-07: 2.112026-10-07: 2.112026-10-12: 2.11
EvaluatedCommitneoslocIndexMake or buy
2026-10-12ec5b512045db0.8.02.11buy
2026-10-07996be976cad90.8.02.11buy
2026-10-07996be976cad90.7.42.11buy
2026-10-07996be976cad90.7.32.11buy
2026-10-07996be976cad90.7.22.11buy