sirmmo/aiproxy
Dimensions
Interface surface 3 solid 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.
Can another program use it through a documented, machine-readable surface?
- next: 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)
service ladder · level 3
- ✓ L1 A network surface exists: HTTP routes, an MCP server, or a standard protocol listener. app/routes/admin.py fastapi/flask: 15 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, …). app/main.py FastAPI (auto OpenAPI)
- ✓ 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. app/main.py generated from code: FastAPI (auto OpenAPI)
- ✗ 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 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). 1 semver tags, latest v0.1.0
- ✗ 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. app/routes/chat.py 2 matchesapp/main.py 1 match
- ✗ 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 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). app/routes/chat.py 1 match
- ✓ L2 Webhooks sent by this system, or a streaming endpoint (SSE, WebSocket). app/routes/chat.py 1 match
- ✗ 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 1 ad hoc Programmatic authentication (bearer tokens, API keys).
Can a machine act with its own revocable, least-privilege identity?
- next: L2 Per-client, revocable credentials (managed API keys, service accounts) or OAuth2. (no managed keys or OAuth)
service ladder · level 1
- ✓ L1 Programmatic authentication (bearer tokens, API keys). app/auth.py 1 matchapp/backends/anthropic_backend.py 1 match
- ✗ 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 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 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: L2 Field-level validation errors, and paginated lists. (no pagination)
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). app/routes/admin.py 12 matchesapp/routes/chat.py 8 matches
- ✗ 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 4 exemplary Composition artifacts (compose, Helm, IaC).
Can another system run and compose it without a human?
service ladder · level 4
- ✓ 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. evals/two_model_ontorag/judge.py 3 matchesapp/config.py 2 matches
- ✓ L3 A container image. Dockerfileevals/two_model_ontorag/Dockerfile
- ✓ L4 Composition artifacts (compose, Helm, IaC). docker-compose.yml
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 1 ad hoc A health or readiness endpoint, or a container healthcheck.
Can an operator, or an orchestrating agent, tell whether it works and why not?
- next: L2 Structured logs. (no structured logging)
service ladder · level 1
- ✓ L1 A health or readiness endpoint, or a container healthcheck. app/main.py 1 matchDockerfile 1 match
- ✗ L2 Structured logs. no structured logging
- ✗ L3 Metrics. no metrics
- ✗ L4 Distributed tracing (OpenTelemetry). no tracing
Change legibility 1 ad hoc A README and some tests.
Can an agent change it safely with limited context?
- next: L2 CI runs the tests; applications pin dependencies (libraries and zero-dependency projects are exempt). (no lockfile (applications should pin dependencies))
all ladder · level 1
- ✓ L1 A README and some tests. README.mdscripts/smoke_test.py 2 test files
- ✗ L2 CI runs the tests; applications pin dependencies (libraries and zero-dependency projects are exempt). no lockfile (applications should pin dependencies)
- ✗ 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. test/source token ratio 0.21 < 0.3
- ✗ 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
105,780 output + 2,644,500 input tokens
on anthropic:claude-opus-5-5 ≈ $4.
1.2 agent-hours · 2.2 human days (1.2 steering + 1.1 rediscovering history).
$1,754 over 3 years
Buy (adopt as is)
5 min to running (via service) + 10 min to first use (via service).
240 min/year of upgrades; price $0/year.
$821 over 3 years
Buying wins below $311 per year. How this is estimated.
Classic COCOMO vs neosloc value
Classic COCOMO (sloccount)
2.07 KSLOC → 5.1 person-months over 4.7 months.
$58k
The effort to write it by hand, as COCOMO priced it in 1981.
neosloc value (neoCOCOMO)
Reproduce with agents: 1.3 PM (×0.26 of classic; 65% of behaviour captured by tests, contract and docs).
Rediscover uncaptured history: 0.1 PM (2 fixes in 20 commits by 1 authors).
× leverage 0.94 (integrability) × obsolescence 0.9.
$13k (1.2 PM)
What survives
23% of the classic figure
4% of the replacement cost lives only in code and history.
History
| Evaluated | Commit | neosloc | Index | Make or buy |
|---|---|---|---|---|
| 2026-10-07 | b002c6eb98f4 | 0.8.0 | 1.56 | buy |
| 2026-10-07 | b002c6eb98f4 | 0.7.4 | 1.56 | buy |
| 2026-10-07 | b002c6eb98f4 | 0.7.3 | 1.56 | buy |
| 2026-10-07 | b002c6eb98f4 | 0.7.2 | 1.56 | buy |
| 2026-10-07 | b002c6eb98f4 | 0.7.1 | 1.56 | buy |