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Adds a per-tool optimizer finding for MCP servers whose schema is loaded
on every turn but rarely invoked. Builds on the existing server-level
`detectUnusedMcp` (zero invocations) by reporting partial-use cases:
"loaded 54 tools, called 0" or "loaded 26 tools, called 2 (8% coverage)".
Inventory comes from Claude Code's JSONL `attachment.deferred_tools_delta`
entries: `addedNames` lists the exact tools available at that turn,
including every fully-qualified `mcp__<server>__<tool>` name. We union
across all delta entries in a session (not just the first) because tool
availability can change mid-session when the user reloads MCP config or
a subagent inherits a different tool set. Names that don't match the
`mcp__<server>__<tool>` shape with both segments non-empty are rejected
at extraction so downstream `split('__')` consumers can't be poisoned.
Token-savings estimates are cache-aware. MCP tool schemas live in the
cached prefix of the system prompt: a session pays the full input price
on each cache-creation turn (rebuilds happen every ~5 minutes of
inactivity) and the cache-read discount on subsequent turns. Each call's
contribution is capped at its observed `cacheCreationInputTokens` /
`cacheReadInputTokens` so we never claim more MCP overhead than the
call's own cache buckets could contain.
When multiple servers are flagged, costing happens in a single combined
pass: the per-call cap applies to the total unused-schema budget across
all flagged servers, not per server. Two flagged servers cannot both
independently claim the same call's cache bucket, which would otherwise
overstate `tokensSaved` and misclassify findings as high impact.
A session counts toward `loadedSessions` (and toward the cost estimate)
only if its observed inventory included the server. Pure invocation-only
sessions, where the server appears in `mcpBreakdown` or `call.mcpTools`
without any matching `deferred_tools_delta`, do not satisfy the
`>= 2 sessions` threshold on their own. The same invariant applies in
`estimateMcpSchemaCost` so the two passes agree.
Coverage is computed against the inventory only: invocations of names
not present in any observed inventory (older config, hallucinated tool,
typo) do not inflate `toolsInvoked` and cannot drive `unusedCount`
negative. `toolsInvoked` is derived as `inventory.size - unusedTools.length`
to keep both numbers consistent.
`detectUnusedMcp` and the new detector are explicitly disjoint:
`detectUnusedMcp` skips servers that the coverage detector will report,
not every server that happens to be in any inventory, so a small
inventoried-but-uninvoked server below the coverage thresholds still
gets flagged as "configured but never called."
Thresholds for the coverage finding:
- > 10 tools available (small servers are noise)
- < 20% coverage
- >= 2 sessions with observed inventory
- High impact when total effective tokens >= 200_000 or >= 3 servers flagged
Smoke-tested on a real account: 7 servers flagged across 93 sessions
(`office-word-mcp` 0/54, `notebooklm-mcp` 0/38, `office-ppt-mcp` 0/37,
`excel-mcp-server` 0/25, `github-mcp-server` 2/26, `peekaboo` 3/22, plus
`claude_ai_Asana`). Combined-cap costing keeps `tokensSaved` honest.
Changes:
- src/types.ts: optional `mcpInventory: string[]` on `SessionSummary`.
Provider-agnostic field; currently populated only by the Claude parser.
- src/parser.ts: `extractMcpInventory` walks all entries, validates
fully-qualified names, returns sorted unique list. `buildSessionSummary`
passes it through; field is omitted when empty so JSON exports stay
clean.
- src/optimize.ts: `aggregateMcpCoverage`, `estimateMcpSchemaCost`
(single- and multi-server signatures), `detectMcpToolCoverage`. Wired
into `scanAndDetect`. `detectUnusedMcp` updated to disjoint with the
new detector.
- tests/mcp-coverage.test.ts: 23 cases covering aggregation, costing,
combined-cap behaviour, threshold gates, invocation-only-session
filtering, foreign-tool invocations, cache rebuild events, write+read
on the same call, multi-server pluralisation.
- tests/parser-mcp-inventory.test.ts: 12 cases for the JSONL extractor
including malformed name rejection and tolerant attachment parsing.
- CHANGELOG.md: entry under Unreleased / Added (CLI).
Closes #2
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| .. | ||
| fixtures/security | ||
| providers | ||
| security | ||
| bash-commands.test.ts | ||
| classifier.test.ts | ||
| cli-plan.test.ts | ||
| compare-stats.test.ts | ||
| daily-cache.test.ts | ||
| dashboard.test.ts | ||
| date-range-filter.test.ts | ||
| day-aggregator.test.ts | ||
| export.test.ts | ||
| fs-utils.test.ts | ||
| mcp-coverage.test.ts | ||
| menubar-json.test.ts | ||
| minimax.test.ts | ||
| models.test.ts | ||
| optimize-fs.test.ts | ||
| optimize.test.ts | ||
| parser-filter.test.ts | ||
| parser-mcp-inventory.test.ts | ||
| plan-usage.test.ts | ||
| plans.test.ts | ||
| provider-registry.test.ts | ||