ohm-geocontext/geocontext-app
Dimensions
Interface surface 0 absent Not yet: Launchable by other programs with input: command-line arguments, a URL scheme or file associations.
Can another program use it through a documented, machine-readable surface?
- next: L1 Launchable by other programs with input: command-line arguments, a URL scheme or file associations. (no arguments, URL scheme or file associations)
desktop ladder · level 0
- ✗ L1 Launchable by other programs with input: command-line arguments, a URL scheme or file associations. no arguments, URL scheme or file associations
- ✗ L2 An automation interface: AppleScript, App Intents/Shortcuts, D-Bus, COM, IPC commands, or a local API. no automation interface
- ✗ L3 Its functions run without the GUI (a headless/batch mode or a companion CLI). nothing runs without the GUI
- ✗ L4 The automation interface is specified machine-readably (an AppleScript sdef, D-Bus introspection XML, App Intents, an OpenAPI spec, MCP). no machine-readable automation contract
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). 16 semver tags, latest v0.9.3
- ✗ 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. 16 tagged releases compared
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 1 ad hoc Credentials are kept in the OS credential store (Keychain, Credential Manager, Secret Service), not in plain files.
Can a machine act with its own revocable, least-privilege identity?
- next: L2 Automation and headless runs can authenticate without the GUI (credentials from the environment). (only the GUI can authenticate)
desktop ladder · level 1
- ✓ L1 Credentials are kept in the OS credential store (Keychain, Credential Manager, Secret Service), not in plain files. src-tauri/src/git.rs 8 matchessrc-tauri/Cargo.toml 1 match
- ✗ L2 Automation and headless runs can authenticate without the GUI (credentials from the environment). only the GUI can authenticate
- ✓ 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
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 0 absent Not yet: In headless mode, failures end with a non-zero exit status instead of a dialog.
Can an automated caller use it without guessing, and recover from failure?
- next: L1 In headless mode, failures end with a non-zero exit status instead of a dialog. (no headless mode for automated callers)
desktop ladder · level 0
- ✗ L1 In headless mode, failures end with a non-zero exit status instead of a dialog. no headless mode for automated callers
- ✗ L2 In headless mode, data goes to stdout and diagnostics to stderr. no headless mode for automated callers
- ✗ L3 Documented exit statuses distinguish error classes, and headless output is machine-readable (JSON). no headless mode for automated callers
- ✗ L4 Dry-run for side-effecting operations, and agent docs. no headless mode for automated callers
Embeddability 3 solid Distributed for unattended installation: a package manager (Homebrew cask, winget, Chocolatey, Flathub, Snap) or release artifacts built in CI.
Can another system run and compose it without a human?
- next: L4 Settings can be managed without the GUI: documented environment variables or config file, macOS defaults/MDM profiles, or Windows policies. (settings only change through the GUI)
desktop ladder · level 3
- ✓ L1 Buildable from source with documented steps (a README with commands). README.md
- ✓ L2 Packaged as an installer (dmg/pkg, MSI/MSIX, AppImage/Flatpak/Snap, electron-builder, Tauri bundle, PyInstaller). src-tauri/tauri.conf.json 1 match
- ✓ L3 Distributed for unattended installation: a package manager (Homebrew cask, winget, Chocolatey, Flathub, Snap) or release artifacts built in CI. .github/workflows/release.yml 1 match
- ✗ L4 Settings can be managed without the GUI: documented environment variables or config file, macOS defaults/MDM profiles, or Windows policies. settings only change through the GUI
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 Not yet: Writes logs through a standard logger (os_log/Logger, electron-log, logging, Qt categories).
Can an operator, or an orchestrating agent, tell whether it works and why not?
- next: L1 Writes logs through a standard logger (os_log/Logger, electron-log, logging, Qt categories). (no standard logging)
desktop ladder · level 0
- ✗ L1 Writes logs through a standard logger (os_log/Logger, electron-log, logging, Qt categories). no standard logging
- ✗ L2 Log verbosity can be raised for diagnosis (--verbose/--debug, a log-level setting). no verbosity control
- ✗ L3 Crashes are reported (Sentry, Crashpad/Breakpad, Crashlytics, MetricKit). no crash reporting
- ✗ L4 Tracing or metrics (OpenTelemetry). no tracing
Change legibility 0 absent Not yet: A README and some tests.
Can an agent change it safely with limited context?
- next: L1 A README and some tests. (no tests)
all ladder · level 0
- ✗ L1 A README and some tests. no tests
- ✓ L2 CI runs the tests; applications pin dependencies (libraries and zero-dependency projects are exempt). .github/workflows/ci.yml.github/workflows/release.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. test/source token ratio 0.00 < 0.3; 47% of code is typed (< 70%)
- ✗ 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
239,808 output + 5,995,200 input tokens
on anthropic:claude-opus-5-5 ≈ $9.
2.7 agent-hours · 6.7 human days (4.6 steering + 2.1 rediscovering history).
$5,250 over 3 years
Buy (adopt as is)
2 min to running (via desktop) + 5 min to first use (via desktop UI).
240 min/year of upgrades; price $0/year.
$812 over 3 years
Buying wins below $1,479 per year. How this is estimated.
Classic COCOMO vs neosloc value
Classic COCOMO (sloccount)
5.96 KSLOC → 15.7 person-months over 7.1 months.
$176k
The effort to write it by hand, as COCOMO priced it in 1981.
neosloc value (neoCOCOMO)
Reproduce with agents: 8.2 PM (×0.53 of classic; 5% of behaviour captured by tests, contract and docs).
Rediscover uncaptured history: 0.1 PM (1 fixes in 18 commits by 1 authors).
× leverage 0.83 (integrability) × obsolescence 0.85.
$66k (5.9 PM)
What survives
38% of the classic figure
1% of the replacement cost lives only in code and history.
History
| Evaluated | Commit | neosloc | Index | Make or buy |
|---|---|---|---|---|
| 2026-10-07 | b2551339fdc6 | 0.8.0 | 0.62 | buy |
| 2026-10-07 | b2551339fdc6 | 0.7.4 | 0.62 | buy |
| 2026-10-07 | b2551339fdc6 | 0.7.3 | 0.62 | buy |
| 2026-10-07 | b2551339fdc6 | 0.7.2 | 0.62 | buy |
| 2026-10-07 | b2551339fdc6 | 0.7.1 | 0.62 | buy |