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sirmmo/podlike

https://github.com/sirmmo/podlike · commit 5e394691e24d · evaluated 2026-10-07 with neosloc 0.8.0 · JSON

1.29 integrability index over 7 applicable dimensions
cli, library surfaces
$93k → $8k classic COCOMO → neosloc value (8% survives)
toss-up make / buy = 0.94 over 3 years

Dimensions

Interface surface 3 solid [library] The public API is statically typed (py.typed, type declarations, a typed language).

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

  • next: [cli] L3 Machine-readable output (--json/--format) and documented exit statuses. (no --json/--format option)
  • next: [library] L4 An API reference is generated from the code (autodoc, mkdocstrings, typedoc, …). (no generated API reference)

cli ladder · level 2

  • ✓ 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). pkg/flags/flags.go 7 matches
  • ✗ L3 Machine-readable output (--json/--format) and documented exit statuses. no --json/--format option
  • ✗ 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
Contract stability 0 absent Not yet: Releases are versioned (semver tags or versioned changelog sections).

Can integrators rely on it not changing under them?

  • next: L1 Releases are versioned (semver tags or versioned changelog sections). (no semver tags or versioned releases)

all ladder · level 0

  • ✗ L1 Releases are versioned (semver tags or versioned changelog sections). no semver tags or versioned releases
  • ✗ 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. fewer than two tagged releases to compare
Events n/a Not applicable: no service and no long-running CLI mode (batch CLIs, libraries and desktop apps have no events).

Can others react to state changes without polling?

Identity n/a Not applicable: uses no credentials and has no service surface.

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

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 1 ad hoc [cli] Never blocks on a prompt when stdin is not a TTY.

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

  • next: [cli] L2 Data on stdout, diagnostics on stderr, non-zero exit on failure. (diagnostics aren't written to stderr)
  • next: [library] L1 Errors are specific exception types, and library code never calls sys.exit. (no exception classes)

cli ladder · level 1

  • ✓ L1 Never blocks on a prompt when stdin is not a TTY. no interactive prompts
  • ✗ L2 Data on stdout, diagnostics on stderr, non-zero exit on failure. diagnostics aren't written to stderr
  • ✗ L3 Documented exit statuses distinguish error classes, errors are JSON in JSON mode, and color is off when not a TTY. documented exit statuses don't distinguish error classes
  • ✗ L4 --dry-run, limits for long or costly operations (timeouts, budgets), and agent docs. no --dry-run

library ladder · level 0

  • ✗ L1 Errors are specific exception types, and library code never calls sys.exit. no exception classes
  • ✗ L2 Inputs are validated with messages naming the bad argument. no input validation errors
  • ✗ L3 Timeouts and retries are configurable. no timeout parameter
  • ✗ L4 Agent docs, and examples that run as tests (doctests). no agent docs
Embeddability 2 partial [cli] Installable as a package that provides the command.

Can another system run and compose it without a human?

  • next: [cli] L3 Published to a public registry and run non-interactively in CI. (not published to a registry)
  • next: [library] L3 Published to a public registry, with at most 10 runtime dependencies. (not published to a registry)

cli ladder · level 2

library ladder · level 2

  • ✓ L1 Importable from source. go.mod Go module with exported packages
  • ✓ L2 Installable as a package (a package manifest). go.mod package manifest
  • ✗ L3 Published to a public registry, with at most 10 runtime dependencies. not published to a registry
  • ✗ L4 Optional features behind extras/features. no optional extras
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 0 absent [cli] Not yet: Meaningful exit statuses, and errors on stderr.

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

  • next: [cli] L1 Meaningful exit statuses, and errors on stderr. (diagnostics aren't written to stderr)
  • next: [library] L1 Logs through a standard logger namespace and never prints from library code. (no standard logger)

cli ladder · level 0

  • ✗ L1 Meaningful exit statuses, and errors on stderr. diagnostics aren't written to stderr
  • ✗ L2 Verbosity control for diagnostics (--quiet, --log-level, --debug). no --quiet or log-level control
  • ✗ L3 Structured logs (e.g. --log-format json) or a machine-readable run summary. no structured diagnostics
  • ✗ L4 Tracing hooks (OpenTelemetry). no tracing hooks

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
Change legibility 3 solid 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.

Can an agent change it safely with limited context?

  • next: L4 No import cycles, and agent docs (AGENTS.md, CLAUDE.md, llms.txt). (no agent docs (AGENTS.md, CLAUDE.md, llms.txt))

all ladder · level 3

  • ✓ L1 A README and some tests. README.mdpkg/component/config_test.go 14 test files
  • ✓ L2 CI runs the tests; applications pin dependencies (libraries and zero-dependency projects are exempt). .travis.yml library or zero-dependency project: lockfile not required
  • ✓ 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. pkg/component/config_test.go test ratio 0.76, 97% typed, modules fit
  • ✗ L4 No import cycles, and agent docs (AGENTS.md, CLAUDE.md, llms.txt). no agent docs (AGENTS.md, CLAUDE.md, llms.txt)

Make or buy

Make with agents

124,069 output + 3,101,725 input tokens on anthropic:claude-opus-5-5 ≈ $5.

1.4 agent-hours · 2.0 human days (0.9 steering + 1.1 rediscovering history).

$1,543 over 3 years

Buy (adopt as is)

15 min to running (via cli) + 10 min to first use (via library).

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

$1,636 over 3 years

Rebuilding wins even if the product is free. How this is estimated.

Classic COCOMO vs neosloc value

Classic COCOMO (sloccount)

3.26 KSLOC → 8.3 person-months over 5.6 months.

$93k

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

neosloc value (neoCOCOMO)

Reproduce with agents: 1.1 PM (×0.13 of classic; 94% of behaviour captured by tests, contract and docs).

Rediscover uncaptured history: 0.1 PM (14 fixes in 116 commits by 3 authors).

× leverage 0.91 (integrability) × obsolescence 0.7.

$8k (0.7 PM)

What survives

8% of the classic figure

5% of the replacement cost lives only in code and history.

How the value is estimated.

History

2026-10-07: 1.292026-10-07: 1.292026-10-07: 1.292026-10-07: 1.292026-10-07: 1.29
EvaluatedCommitneoslocIndexMake or buy
2026-10-075e394691e24d0.8.01.29toss-up
2026-10-075e394691e24d0.7.41.29toss-up
2026-10-075e394691e24d0.7.31.29toss-up
2026-10-075e394691e24d0.7.21.29toss-up
2026-10-075e394691e24d0.7.11.29toss-up