pallets/flask
Dimensions
Interface surface 1 ad hoc [cli] Invocable non-interactively: no prompts, or prompts guarded by a TTY check or a --yes/--no-input option.
Can another program use it through a documented, machine-readable surface?
- next: [service] L1 A network surface exists: HTTP routes, an MCP server, or a standard protocol listener. (no network surface)
- next: [cli] L2 --help documents every option (at least 90% of options have help text). (6 of 11 options have help text)
- next: [library] L2 The public API is delimited (__all__, an exports map, exported identifiers). (no __all__/exports defining the public API)
cli ladder · level 1
- ✓ 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). 6 of 11 options have help text
- ✗ 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 1
- ✓ L1 An importable, packaged API exists. pyproject.toml Python package flask
- ✗ L2 The public API is delimited (__all__, an exports map, exported identifiers). no __all__/exports defining the public API
- ✓ L3 The public API is statically typed (py.typed, type declarations, a typed language). src/flask/py.typed py.typed
- ✓ L4 An API reference is generated from the code (autodoc, mkdocstrings, typedoc, …). docs/conf.py 4 matches
service ladder · level 0
- ✗ L1 A network surface exists: HTTP routes, an MCP server, or a standard protocol listener. no network surface
- ✗ 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 3 solid A deprecation mechanism is used in code (warnings, @deprecated, Deprecation/Sunset headers) or the API is versioned.
Can integrators rely on it not changing under them?
- next: L4 Across tagged releases, no OpenAPI operation, CLI option or __all__ symbol was removed without first being deprecated. (removed without prior deprecation: option --all (removed in 1.0.x), option --browse (removed in 1.0.x), option --env (removed in 1.0.x))
all ladder · level 3
- ✓ L1 Releases are versioned (semver tags or versioned changelog sections). 69 semver tags, latest 3.1.3
- ✓ L2 A changelog exists and marks breaking changes. CHANGES.rst marks breaking changes
- ✓ L3 A deprecation mechanism is used in code (warnings, @deprecated, Deprecation/Sunset headers) or the API is versioned. src/flask/app.py 4 matchessrc/flask/ctx.py 2 matches
- ✗ L4 Across tagged releases, no OpenAPI operation, CLI option or __all__ symbol was removed without first being deprecated. removed without prior deprecation: option --all (removed in 1.0.x), option --browse (removed in 1.0.x), option --env (removed in 1.0.x)
Events 0 absent Not yet: Internal events exist (signals, queues, an outbox, emitters).
Can others react to state changes without polling?
- next: L1 Internal events exist (signals, queues, an outbox, emitters). (no internal events)
service ladder · level 0
- ✗ L1 Internal events exist (signals, queues, an outbox, emitters). no internal events
- ✗ L2 Webhooks sent by this system, or a streaming endpoint (SSE, WebSocket). no outbound webhooks or streams
- ✗ 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 1 ad hoc 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: L2 An export exists (endpoint or command, not only the UI). (no export)
all ladder · level 1
- ✓ L1 The data schema is explicit (migrations, DDL, schema files). examples/tutorial/flaskr/schema.sql
- ✗ 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 import
- ✗ L4 The export format is documented and the round trip is tested. the export format isn't documented
Agent ergonomics 2 partial [library] Inputs are validated with messages naming the bad argument.
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] L2 Data on stdout, diagnostics on stderr, non-zero exit on failure. (no non-zero exit on failure)
- next: [library] L3 Timeouts and retries are configurable. (no timeout parameter)
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. no non-zero exit on failure
- ✗ L3 Documented exit statuses distinguish error classes, errors are JSON in JSON mode, and color is off when not a TTY. exit statuses aren't documented
- ✗ L4 --dry-run, limits for long or costly operations (timeouts, budgets), and agent docs. no --dry-run
library ladder · level 2
- ✓ L1 Errors are specific exception types, and library code never calls sys.exit. src/flask/debughelpers.py 1 match no sys.exit in library code
- ✓ L2 Inputs are validated with messages naming the bad argument. src/flask/ctx.py 7 matchessrc/flask/sansio/blueprints.py 7 matches
- ✗ 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 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). src/flask/app.py 6 matchessrc/flask/ctx.py 3 matches
- ✗ 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 dry-run
Embeddability 4 exemplary [library] Optional features behind extras/features.
Can another system run and compose it without a human?
- next: [service] L3 A container image. (no Dockerfile)
- next: [cli] L3 Published to a public registry and run non-interactively in CI. (the command isn't run in CI)
cli ladder · level 2
- ✓ L1 Runnable from source (a declared entry point). pyproject.toml console script
- ✓ L2 Installable as a package that provides the command. pyproject.toml console script
- ✗ L3 Published to a public registry and run non-interactively in CI. the command isn't run in CI
- ✗ L4 Also shipped as a container image or a single binary. no container image or binary
library ladder · level 4
- ✓ L1 Importable from source. pyproject.toml Python package flask
- ✓ L2 Installable as a package (a package manifest). pyproject.toml package manifest
- ✓ L3 Published to a public registry, with at most 10 runtime dependencies. .github/workflows/publish.yaml 1 match 1 runtime dependencies
- ✓ L4 Optional features behind extras/features. examples/javascript/pyproject.toml 1 matchexamples/tutorial/pyproject.toml 1 match
service ladder · level 2
- ✓ 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. src/flask/cli.py 5 matchessrc/flask/config.py 3 matches
- ✗ 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. src/flask/cli.py 1 match
- ✗ 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: [cli] L1 Meaningful exit statuses, and errors on stderr. (no non-zero exit on failure)
- 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. no non-zero exit on failure
- ✗ 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
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. (75% of modules fit 32k tokens; 1 files over 12k)
all ladder · level 2
- ✓ L1 A README and some tests. README.mdexamples/javascript/tests/conftest.py 48 test files
- ✓ L2 CI runs the tests; applications pin dependencies (libraries and zero-dependency projects are exempt). .github/workflows/lock.yaml.github/workflows/pre-commit.yaml
- ✗ 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. 75% of modules fit 32k tokens; 1 files over 12k
- ✗ L4 No import cycles, and agent docs (AGENTS.md, CLAUDE.md, llms.txt). 1 import cycles (largest: src/flask/json/__init__.py, src/flask/json/provider.py)
Make or buy
Make with agents
434,724 output + 10,868,100 input tokens
on anthropic:claude-opus-5-5 ≈ $17.
4.8 agent-hours · 144.9 human days (4.0 steering + 140.9 rediscovering history).
$112,658 over 3 years
Buy (adopt as is)
1 min to running (via library) + 240 min to first use (via cli).
30 min/year of upgrades; price $0/year.
$371 over 3 years
Buying wins below $37,429 per year. How this is estimated.
Classic COCOMO vs neosloc value
Classic COCOMO (sloccount)
6.94 KSLOC → 18.3 person-months over 7.6 months.
$206k
The effort to write it by hand, as COCOMO priced it in 1981.
neosloc value (neoCOCOMO)
Reproduce with agents: 3.4 PM (×0.19 of classic; 81% of behaviour captured by tests, contract and docs).
Rediscover uncaptured history: 6.7 PM (808 fixes in 3829 commits by 871 authors).
× leverage 0.91 (integrability) × obsolescence 0.95.
$99k (8.8 PM)
What survives
48% of the classic figure
66% of the replacement cost lives only in code and history.
History
| Evaluated | Commit | neosloc | Index | Make or buy |
|---|---|---|---|---|
| 2026-10-07 | d086db856be1 | 0.8.0 | 1.30 | buy |
| 2026-10-07 | d086db856be1 | 0.7.4 | 1.30 | buy |
| 2026-10-07 | d086db856be1 | 0.7.3 | 1.30 | buy |
| 2026-10-07 | d73fa1cdcbd8 | 0.7.2 | 1.30 | buy |
| 2026-10-07 | d73fa1cdcbd8 | 0.7.1 | 1.30 | buy |