gap-analyzer - SKILL.md Agent Skill

name: gap-analyzer version: 0.3.0 description: > Compares a CLI's implemented commands against its APP.md API map and traffic-analysis.json to find missing endpoints, incomplete CRUD, dead client methods, and priority gaps. Runs as the mandatory first step of /cli-anything-web:refine and as an optional pre-review scan in standards. when_to_use: > Trigger phrases: "gap analysis", "what's missing", "coverage report", "what endpoints are not implemented". For "refine" alone, use the /cli-anything-web:refine command (which invokes this skill first).

CLI Gap Analyzer

Produce a structured gap report comparing a CLI's documented API surface against its implemented commands.

Where this skill runs:

/cli-anything-web:refine — mandatory first step. The refine command invokes this skill before reading or changing anything else; the gap report drives which endpoints get implemented.
standards skill — optional pre-review scan (endpoint coverage there is otherwise handled by the traffic-fidelity-reviewer agent).
Standalone coverage analysis on request.

Evidence rule: the captured-vs-implemented diff must cite its sources — each reported gap references the endpoint entry in <APP>.md (the documented surface) and, when available, traffic-capture/traffic-analysis.json (the analyzer's detected endpoint inventory), plus raw-traffic.json hit counts for priority. A gap with no citation in either file is a guess, not a finding.

Inputs

You need the path to an existing CLI's agent-harness directory:

{APP_PATH}/agent-harness/ — the CLI root
{app} — the app name (e.g., reddit, hackernews)

Evidence files (read all that exist):

{APP_PATH}/agent-harness/{APP_UPPER}.md — documented API map (required)
{APP_PATH}/traffic-capture/traffic-analysis.json — detected endpoints/protocol
{APP_PATH}/traffic-capture/raw-traffic.json — hit counts for priority scoring

Step 0: Deterministic First Pass (devkit)

Run the mechanical layer diff first — it AST-parses the client and command modules and cross-references traffic-analysis.json, so you only spend judgment on what it can't decide:

cli-web-devkit gaps {app}     # or: PYTHONPATH=devkit python -m cli_web_devkit gaps {app}

The JSON report gives unimplemented_endpoints (captured but absent from client.py) and unexposed_methods (client methods no command calls). Treat these as candidate gaps to verify in Steps 1–3, not as final answers — the string-level endpoint matching is intentionally conservative.

Step 1: Parse Implemented Surface

Read all source files to build the set of implemented functionality:

1a. Extract Click commands

Read all files in {APP_PATH}/agent-harness/cli_web/{app}/commands/:

For each file, find @click.command() and @<group>.command() decorators
Extract: command group name, subcommand name, arguments, options
Build list: [(group, subcommand, [args], [options])]

1b. Extract client methods

Read {APP_PATH}/agent-harness/cli_web/{app}/core/client.py:

Find all public methods (not starting with _)
For each method, note: name, HTTP method used (GET/POST/etc), URL pattern
Build list: [(method_name, http_verb, url_pattern)]

1c. Map commands to client methods

For each Click command, trace which client method it calls:

Read the command function body
Find client.method_name() calls
Build mapping: {command: client_method}

Step 2: Parse Documented Surface

Read {APP_PATH}/agent-harness/{APP_UPPER}.md (the API map):

Find the endpoint inventory section
Extract each documented endpoint: resource group, HTTP method, URL, params, description
Build list: [(resource, http_verb, url, params, description)]

Cross-check against {APP_PATH}/traffic-capture/traffic-analysis.json (if it exists): endpoints the analyzer detected but <APP>.md never documented are themselves a gap (stale API map) — report them with the traffic-analysis.json entry as the citation.

Step 3: Diff

Compare implemented vs documented:

Missing Commands

Endpoints in <APP>.md that have no corresponding Click command:

For each documented endpoint:
  Find matching client method (by URL pattern or method name)
  Find matching Click command (that calls this client method)
  If no command found → MISSING

Undocumented Commands

Click commands that call client methods not documented in <APP>.md:

For each Click command:
  Find the client method it calls
  Find the endpoint in <APP>.md for this method
  If no endpoint found → UNDOCUMENTED (possible hallucination)

Dead Client Methods

Client methods that no Click command calls:

For each public client method:
  Search all commands/*.py for calls to this method
  If no command calls it → DEAD

Incomplete CRUD

For each resource group, check CRUD coverage:

For each resource in <APP>.md:
  Check which CRUD ops the API supports (list, get, create, update, delete)
  Check which are implemented as commands
  If any supported op is missing → INCOMPLETE

Step 4: Priority Scoring (Optional)

If {APP_PATH}/traffic-capture/raw-traffic.json exists:

Count how many times each endpoint URL appears in captured requests
Assign priority: HIGH (5+ hits), MED (2-4 hits), LOW (1 hit)
Note: traffic captures are incomplete — endpoints not exercised during capture may be ranked LOW even if they are important to users

If raw-traffic.json doesn't exist, skip priority scoring and list all gaps alphabetically.

Step 5: Output Report

Present the gap report in this format:

Gap Report: cli-web-{app}
━━━━━━━━━━━━━━━━━━━━━━━━━
Coverage: X/Y endpoints (Z%)

Missing (HIGH priority):
  {HTTP_METHOD} {url} — {description} ({N} hits in traffic)
  ...

Missing (MED priority):
  {HTTP_METHOD} {url} — {description} ({N} hits)
  ...

Missing (LOW priority):
  {HTTP_METHOD} {url} — {description} ({N} hits)
  ...

Incomplete CRUD:
  {resource}: has {ops} ✓, missing {ops} ✗
  ...

Dead client methods:
  client.{method_name}() — not called by any command
  ...

Undocumented commands:
  {group} {subcommand} — calls client.{method}() but endpoint not in <APP>.md
  ...

If all endpoints are covered:

Gap Report: cli-web-{app}
━━━━━━━━━━━━━━━━━━━━━━━━━
Coverage: Y/Y endpoints (100%)
No gaps found. All documented endpoints are implemented.