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gin-gonic/gin

https://github.com/gin-gonic/gin · commit 0f09c3a9b462 · evaluated 2026-10-12 with neosloc 0.8.0 · JSON

1.20 integrability index over 10 applicable dimensions
service, library surfaces · owns data
$157k → $27k classic COCOMO → neosloc value (17% survives)
buy make / buy = 47.06 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: [service] L2 A contract exists: a checked-in OpenAPI/GraphQL/protobuf/AsyncAPI spec, a framework-generated spec, MCP tool schemas, or a standard application protocol that off-the-shelf clients speak (RESP, MQTT, gRPC, PostgreSQL wire, …). (no machine-readable contract)
  • next: [library] L4 An API reference is generated from the code (autodoc, mkdocstrings, typedoc, …). (no generated API reference)

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 1

  • ✓ L1 A network surface exists: HTTP routes, an MCP server, or a standard protocol listener. binding/form_mapping.go go-http: 8 route declarations
  • ✗ L2 A contract exists: a checked-in OpenAPI/GraphQL/protobuf/AsyncAPI spec, a framework-generated spec, MCP tool schemas, or a standard application protocol that off-the-shelf clients speak (RESP, MQTT, gRPC, PostgreSQL wire, …). no machine-readable contract
  • ✗ L3 A contract covers its transport: an HTTP contract covers at least 80% of declared routes (generated contracts do), or the application layer over a standard protocol (commands, topics, payloads) is specified in a protocol document or AsyncAPI. no contract
  • ✗ L4 A second surface: another transport (HTTP and a protocol, two protocols), an MCP server, a CLI with JSON output, or an SDK. only one programmatic surface
Contract stability 2 partial A changelog exists and marks breaking changes.

Can integrators rely on it not changing under them?

  • next: L3 A deprecation mechanism is used in code (warnings, @deprecated, Deprecation/Sunset headers) or the API is versioned. (no deprecation mechanism or API versioning)

all ladder · level 2

  • ✓ L1 Releases are versioned (semver tags or versioned changelog sections). 36 semver tags, latest v1.12.0
  • ✓ L2 A changelog exists and marks breaking changes. CHANGELOG.md marks breaking changes
  • ✗ 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

  • ✓ L1 Internal events exist (signals, queues, an outbox, emitters). context.go 2 matches
  • ✓ L2 Webhooks sent by this system, or a streaming endpoint (SSE, WebSocket). context.go 2 matches
  • ✗ 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
  • ✗ L4 Events are described by AsyncAPI or CloudEvents. no AsyncAPI or CloudEvents contract
Identity 0 absent Not yet: Programmatic authentication (bearer tokens, API keys).

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

  • next: L1 Programmatic authentication (bearer tokens, API keys). (no token auth)

service ladder · level 0

  • ✗ L1 Programmatic authentication (bearer tokens, API keys). no token auth
  • ✗ L2 Per-client, revocable credentials (managed API keys, service accounts) or OAuth2. no managed keys or OAuth
  • ✗ L3 Credentials carry scopes or permissions. no scopes or permissions
  • ✗ L4 Standard provisioning or federation (OIDC client credentials, SCIM). no OIDC client credentials or SCIM
Data portability 0 absent Not yet: The data schema is explicit (migrations, DDL, schema files).

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

  • next: L1 The data schema is explicit (migrations, DDL, schema files). (no migrations or schema files)

all ladder · level 0

  • ✗ L1 The data schema is explicit (migrations, DDL, schema files). no migrations or schema files
  • ✗ L2 An export exists (endpoint or command, not only the UI). no export
  • ✗ L3 A bulk export in an open format, and a bulk import. no open export format
  • ✗ L4 The export format is documented and the round trip is tested. the export format isn't documented
Agent ergonomics 0 absent [service] Not yet: Errors are machine-readable: consistent JSON over HTTP, or a standard protocol's native error replies (RESP errors, MQTT reason codes, gRPC status, SQLSTATE).

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

  • next: [service] 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). (no machine-readable errors)
  • next: [library] L1 Errors are specific exception types, and library code never calls sys.exit. (no exception classes)

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

service ladder · level 0

  • ✗ 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). no machine-readable errors
  • ✗ L2 Field-level validation errors, and paginated lists. no pagination
  • ✗ 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 dry-run
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. (configuration isn't read from the environment)
  • next: [library] L4 Optional features behind extras/features. (no optional extras)

library ladder · level 3

  • ✓ 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. .github/workflows/goreleaser.yml 6 matches unknown number of runtime dependencies
  • ✗ L4 Optional features behind extras/features. no optional extras

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. configuration isn't read from the environment
  • ✗ 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. the extension API isn't versioned
Observability 0 absent [service] Not yet: A health or readiness endpoint, or a container healthcheck.

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: [library] L1 Logs through a standard logger namespace and never prints from library code. (no standard logger)

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. (86% of modules fit 32k tokens; 1 files over 12k)

all ladder · level 2

  • ✓ L1 A README and some tests. README.mdauth_test.go 40 test files
  • ✓ L2 CI runs the tests; applications pin dependencies (libraries and zero-dependency projects are exempt). .github/workflows/codeql.yml.github/workflows/gin.yml
  • ✗ 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. 86% of modules fit 32k tokens; 1 files over 12k
  • ✗ 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

523,621 output + 13,090,525 input tokens on anthropic:claude-opus-5-5 ≈ $21.

5.8 agent-hours · 25.1 human days (3.9 steering + 21.2 rediscovering history).

$19,555 over 3 years

Buy (adopt as is)

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

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

$416 over 3 years

Buying wins below $6,380 per year. How this is estimated.

Classic COCOMO vs neosloc value

Classic COCOMO (sloccount)

5.36 KSLOC → 14.0 person-months over 6.8 months.

$157k

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

neosloc value (neoCOCOMO)

Reproduce with agents: 1.8 PM (×0.13 of classic; 94% of behaviour captured by tests, contract and docs).

Rediscover uncaptured history: 1.0 PM (392 fixes in 1807 commits by 552 authors).

× leverage 0.9 (integrability) × obsolescence 0.95.

$27k (2.4 PM)

What survives

17% of the classic figure

36% of the replacement cost lives only in code and history.

How the value is estimated.

History

2026-10-07: 1.22026-10-07: 1.22026-10-07: 1.22026-10-07: 1.22026-10-12: 1.2
EvaluatedCommitneoslocIndexMake or buy
2026-10-120f09c3a9b4620.8.01.20buy
2026-10-0743fe48e8a0f40.8.01.20buy
2026-10-0743fe48e8a0f40.7.41.20buy
2026-10-0743fe48e8a0f40.7.31.20buy
2026-10-0743fe48e8a0f40.7.21.20buy