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apollo-cache-copilot

Name: apollo-cache-copilot
Author: nihar777

by nihar777

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apollo-cache-copilot

TypeScript Tested with Vitest License: ISC MCP

ИИ-копilot и MCP-сервер для диагностики дефектов нормализации InMemoryCache в Apollo — создан для React Native, где Apollo DevTools не существует.

Проблема

Apollo Client нормализует каждый результат в плоскую карту сущностей __typename:id и хранит перекрёстные ссылки как указатели { "__ref": "Type:id" }. Эта нормализация невидима в момент записи и проявляется только в момент чтения — обычно на экране, далёком от мутации, которая её вызвала. Доминируют три класса дефектов, и все три молчаливы:

Дефект	Что делает Apollo	Симптом
Осиротевший указатель — `{ __ref: "User:99" }` без `User:99` в хранилище	Возвращает `undefined` для поля	Пустая строка, без исключения
Отсутствует `__typename` / `id`	Не может вычислить ключ кэша, хранит объект встроенно	Рендерится нормально, затем расходится при второй записи
Дрейф типа/ключа — `keyFields` расходится с данными сервера	Одна и та же логическая сущность под двумя ключами	Дублирующиеся элементы списка, устаревшие чтения

React Native усугубляет каждый из них:

Нет Apollo DevTools. Расширение для браузера — основной отладчик кэша, и в RN его не существует. Запасной вариант — console.log(JSON.stringify(client.cache.extract())) и чтение многомегабайтного блоба вручную.
Персистентный кэш. apollo3-cache-persist + AsyncStorage означает, что повреждённый кэш переживает перезапуск приложения — липкая проблема, воспроизводимая только на устройстве пользователя.
Офлайн-мутации. Оптимистичные ответы записывают частичные сущности по своей природе — это ровно та форма, которая провоцирует дефекты 1 и 2.
Долгие сессии. Мобильные приложения остаются в памяти днями, поэтому дрейф накапливается значительно дольше, чем в браузерной вкладке.

Related MCP server: mcp-rn-devtools

Решение

Детекция детерминирована. Объяснение — задача модели.

Анализатор кэша, который обходит вывод cache.extract() и сообщает о структурных дефектах с точными путями (User:1.avatar → Avatar:99). Обычный обход графа — без модели, без догадок, работает на снимке в 10 МБ.
MCP-сервер, предоставляющий этот анализатор любому агенту, с которым уже работает разработчик. Агент запрашивает находки плюс релевантный подграф, поэтому ему не нужно удерживать весь кэш в контексте.

Диагностика переходит от «вставь 10 МБ блоба и вглядывайся» к диалогу.

Архитектура

flowchart TD
    subgraph client["MCP client — Claude Desktop / Cursor"]
        A["Agent (the LLM)"]
    end

    subgraph server["apollo-cache-copilot (stdio process)"]
        T["StdioServerTransport<br/>apollo-copilot mcp"]
        R["Tool registry<br/>inspect_dangling_refs<br/>patch_cache<br/>diagnose_cache_graph"]
        Z["Zod schemas<br/>parse in, shape out"]

        subgraph g["cacheAgentGraph (LangGraph, LLM-free)"]
            I["inspectorNode<br/>writes findings"]
            RE["reasonerNode<br/>writes proposedPatches"]
            P["patcherNode<br/>writes narration"]
            I --> RE --> P
        end

        TOOL1["inspectDanglingRefs()<br/>pure, on a snapshot"]
        TOOL2["patchCache()<br/>modify / evict / gc"]

        T --> R --> Z --> I
        I -.->|calls| TOOL1
        P -.->|plans for| TOOL2
    end

    A <-->|"JSON-RPC 2.0 over stdio"| T
    TOOL1 --- CACHE["cache.extract() snapshot"]
    TOOL2 --- LIVE["live ApolloCache"]

ASCII, то же самое:

  MCP client (Claude Desktop, Cursor, any stdio client)
        │  JSON-RPC 2.0  ▲
        ▼   over stdio   │  stdout IS the protocol channel —
  ┌─────────────────────────────────┐   all logs go to stderr
  │ StdioServerTransport            │
  ├─────────────────────────────────┤
  │ tools: inspect_dangling_refs    │  read-only
  │        patch_cache              │  mutating (dryRun available)
  │        diagnose_cache_graph     │  read-only, plans only
  ├─────────────────────────────────┤
  │ Zod schemas — parse at the edge │
  └───────────────┬─────────────────┘
                  ▼
  ┌─────────────────────────────────────────────────────┐
  │  cacheAgentGraph  (LangGraph, deliberately LLM-free)│
  │                                                     │
  │  INSPECTOR ──────► REASONER ──────► PATCHER         │
  │  walks the store   maps findings    narrates the     │
  │  → findings[]      → patch ops      plan             │
  │      │                  │                            │
  │      │ owns `findings`  │ owns `proposedPatches`      │
  └──────┼──────────────────┼────────────────────────────┘
         ▼                  ▼
  inspectDanglingRefs()   patchCache()
  pure, on a snapshot     cache.modify / evict / gc on a live cache

Каждый узел графа владеет ровно одним каналом состояния — инспектор пишет findings, аналитик пишет proposedPatches, патчер пишет messages. Только messages накапливается; повторный запуск узла заново анализирует тот же кэш, поэтому добавление в другом месте продублировало бы каждую находку при втором проходе.

Почему в графе нет LLM? Каждый дефект, который обнаруживает этот копilot, имеет механическое исправление (обрезать указатель, удалить осиротевшую сущность). Модель добавила бы задержку, стоимость и недетерминизм в решение, которое switch уже принимает корректно. Граф оправдывает себя как оркестрация; модель живёт в MCP-клиенте, где она сопоставляет находку с мутацией или фрагментом, которые её породили.

Установка

npm install @indianic/apollo-cache-copilot
# or, from a checkout
npm install && npm run build

Требуется Node.js ≥ 20 (vitest 4 и @langchain/core оба требуют этого; CI покрывает 20 и 22). @apollo/client (v3.8+ или v4), react и react-native — peer-зависимости — пакет использует зависимости вашего приложения.

Использование библиотеки

Только ESM. Пакет поставляется с типами.

`inspectDanglingRefs` — аудит снимка

Чистая и синхронная. Принимает вывод cache.extract(), возвращает находки + статистику.

import { inspectDanglingRefs } from 'apollo-cache-copilot';

const { findings, stats } = inspectDanglingRefs({
  cache: client.cache.extract(),
  // all optional:
  rootIds: ['ROOT_QUERY', 'ROOT_MUTATION'], // reachability roots
  includeUnreachable: true,                  // report gc candidates
  includeNormalizationGaps: true,            // report un-keyable inline objects
});

console.log(stats);
// { entityCount: 4, refCount: 3, danglingCount: 1, unreachableCount: 1 }

for (const f of findings) {
  console.log(f.kind, f.path, f.danglingRef ?? '');
  // ORPHANED_REF  User:1.avatar  Avatar:99
  // UNREACHABLE_ENTITY  Post:7
}

Виды находок: ORPHANED_REF, UNREACHABLE_ENTITY, MISSING_TYPENAME, MISSING_ID. Каждая находка несёт точный путь в кэше.

`patchCache` — применение исправлений к живому кэшу

Операции — декларативные дескрипторы, поэтому они переживают JSON-передачу; инструмент восстанавливает их в функции, которые ожидает cache.modify. Упорядочены, а сбои записываются, а не выбрасываются, чтобы плохой ключ в середине пакета не оставил кэш наполовину пропатченным.

import { patchCache } from 'apollo-cache-copilot';

const { dryRun, results, collected } = patchCache(client.cache, {
  operations: [
    // drop dangling refs from a list field
    { type: 'modify', id: 'User:1', fields: { posts: { action: 'PRUNE_DANGLING_REFS' } } },
    // delete / invalidate / overwrite a field
    { type: 'modify', id: 'User:1', fields: { avatar: { action: 'DELETE' } } },
    { type: 'modify', id: 'User:1', fields: { bio: { action: 'SET', value: 'unset' } } },
    // evict an entity, or one field of it
    { type: 'evict', id: 'Post:7' },
    { type: 'evict', id: 'ROOT_QUERY', fieldName: 'user', args: { id: '1' } },
  ],
  gc: true,       // run cache.gc() once, after everything lands
  dryRun: false,  // true = validate only, cache untouched
});

results.forEach((r) => console.log(r.changed, r.error ?? ''));
console.log('collected:', collected); // keys gc() removed

Действия с полями: DELETE, INVALIDATE, SET (со value), PRUNE_DANGLING_REFS.

`cacheAgentGraph` — инспекция → анализ → план

Скомпилированный LangGraph. Возвращает находки, операции патча, которые он бы применил, и пошаговое описание. Он никогда не мутирует — передайте proposedPatches в patchCache, когда вы их проверите.

import { cacheAgentGraph } from 'apollo-cache-copilot';

const state = await cacheAgentGraph.invoke({ cacheState: client.cache.extract() });

state.messages.forEach((m) => console.log(String(m.content)));
// 2 findings: 1 orphaned ref, 1 unreachable entity.
// ...

// Review, then apply:
patchCache(client.cache, { operations: state.proposedPatches });

Также экспортируются: buildCacheAgentGraph() (нескомпилированный конструктор), отдельные узлы inspectorNode / reasonerNode / patcherNode, CacheAgentAnnotation, все Zod-схемы (InspectDanglingRefsInputSchema, PatchCacheInputSchema, …) и их выведенные типы, а также MCP-поверхность (createServer, startStdioServer, runInspectDanglingRefs, runPatchCache, runDiagnoseCacheGraph).

Использование CLI

apollo-copilot [mcp]          Start the stdio MCP server (default when no args)
apollo-copilot inspect FILE   Diagnose a JSON cache snapshot and print findings

`apollo-copilot inspect <file>`

Сделайте дамп кэша из вашего приложения, затем прочитайте его:

// in the RN app
console.log(JSON.stringify(client.cache.extract()));

npx -y -p @indianic/apollo-cache-copilot apollo-copilot inspect ./cache-snapshot.json

━━ Cache Diagnostic ━━

Entities: 4 | Refs: 3 | Dangling: 1 | Unreachable: 1

⚠  ORPHANED_REF (1)
   • User:1.avatar → Avatar:99
     Points at "Avatar:99", which is not in the cache. Reads here return undefined.

🗑  UNREACHABLE_ENTITY (1)
   • Post:7
     No root reaches this entity; cache.gc() would collect it.

Чистый кэш выводит ✓ Cache is clean: no findings.

Коды выхода: 0 — успех, 1 — непредвиденный сбой, 2 — некорректный ввод (отсутствующий файл, нечитаемый файл, невалидный JSON, неизвестная команда).

`apollo-copilot mcp`

Запускает MCP-сервер на stdio и блокируется. Полезен только когда MCP-клиент владеет процессом — см. ниже. apollo-copilot-mcp — легаси-алиас для того же самого.

stdout — это канал протокола. Сервер пишет в stdout только JSON-RPC; вся диагностика идёт в stderr. Никогда не добавляйте console.log в этот путь.

Настройка MCP

Доступные инструменты

Инструмент	Входные данные	Поведение
`inspect_dangling_refs`	`cache`, опционально `rootIds` / `includeUnreachable` / `includeNormalizationGaps`	Только чтение. Возвращает `findings` + `stats`.
`diagnose_cache_graph`	`cache`	Только чтение. Запускает полный граф. Возвращает `findings`, `proposedPatches`, `narration`. Только планирование.
`patch_cache`	`cache`, `operations`, `gc`, `dryRun`	Восстанавливает снимок в одноразовом `InMemoryCache`, применяет патчи, возвращает `results` + повторно извлечённый `cache`.

patch_cache переносит снимок, потому что у stdio-сервера нет живого кэша, который можно передать патчеру — только JSON. Сравните возвращённый cache со своим, или вызовите client.cache.restore().

Каждый инструмент возвращает и человекочитаемую сводную строку, и машиночитаемый structuredContent, чтобы клиенты, не понимающие структурированный вывод, всё равно получили JSON.

Claude Desktop

~/Library/Application Support/Claude/claude_desktop_config.json (macOS) или %APPDATA%\Claude\claude_desktop_config.json (Windows):

{
  "mcpServers": {
    "apollo-cache-copilot": {
      "command": "npx",
      "args": ["-y", "-p", "@indianic/apollo-cache-copilot", "apollo-copilot", "mcp"]
    }
  }
}

Из локального клона — сначала соберите (npm run build), затем укажите на бинарник абсолютным путём:

{
  "mcpServers": {
    "apollo-cache-copilot": {
      "command": "node",
      "args": ["/absolute/path/to/apollo-cache-copilot/bin/apollo-copilot.js", "mcp"]
    }
  }
}

Перезапустите Claude Desktop. Три инструмента появятся в меню инструментов.

Cursor

.cursor/mcp.json в проекте (или ~/.cursor/mcp.json для всех проектов):

{
  "mcpServers": {
    "apollo-cache-copilot": {
      "command": "npx",
      "args": ["-y", "-p", "@indianic/apollo-cache-copilot", "apollo-copilot", "mcp"]
    }
  }
}

Локальный клон:

{
  "mcpServers": {
    "apollo-cache-copilot": {
      "command": "node",
      "args": ["${workspaceFolder}/bin/apollo-copilot.js", "mcp"]
    }
  }
}

Затем Cursor → Settings → MCP → убедитесь, что сервер зелёный.

Затем просто спросите

«Вот мой снимок кэша — почему аватар пустой на экране профиля?»

Агент вызывает diagnose_cache_graph, получает User:1.avatar → Avatar:99 плюс предлагаемый PRUNE_DANGLING_REFS и сопоставляет это с мутацией, которая записала ссылку без тела сущности.

Разработка

npm install
npm run build      # tsc -> dist/  (run first: typecheck and tests import dist)
npm run typecheck  # tsc --noEmit -p tsconfig.test.json (includes tests)
npm test           # vitest run

tsconfig.json — это сборка, и он исключает __tests__ / __mocks__, чтобы опубликованный пакет содержал только инструменты. tsconfig.test.json проверяет типы всего и ничего не генерирует.

Метрики успеха

#	Метрика	Цель
1	Полнота детекции на наборе фикстур	100% — каждый посеянный дефект найден
2	Ложные срабатывания на здоровом снимке	0
3	Время работы анализатора на `extract()` в 10 МБ	< 1с
4	Находки с точным путём в кэше	100%
5	Время разработчика от симптома до названной первопричины	< 5 мин (вместо часов)
6	Токенов, отправляемых модели на одну диагностику	< 10k — находки + подграф, никогда не весь кэш

Лицензия

ISC — см. LICENSE.

Available Tools

3 tools

diagnose_cache_graphDiagnose cache graphA

Read-only

Run the full inspect -> reason -> plan graph over a serialized cache. Returns findings, the proposed patch operations (feed them to patch_cache), and per-step narration. Plans only; never mutates.

ParametersJSON Schema

Name	Required	Description	Default
`cache`	Yes	The full serialized cache, exactly as returned by `cache.extract()`. Keys are cache IDs (e.g. "ROOT_QUERY", "User:1"); values are that entity's stored fields, which may contain `{ "__ref": "<cache id>" }` pointers to other entries in this same object.

Output Schema

ParametersJSON Schema

Name	Required	Description
`findings`	Yes	Every defect the inspector found in `cache`.
`narration`	Yes
`proposedPatches`	Yes	Mechanically-derived fixes for the fixable findings, ready to pass to patch_cache as-is.

TDQS

A4.3/5.0

Behavior4/5

Does the description disclose side effects, auth requirements, rate limits, or destructive behavior?

The annotations already declare readOnlyHint=true, and the description reinforces this with 'Plans only; never mutates.' It adds useful behavioral context about what the tool does not do and how its output should be consumed, going beyond the structured annotation without contradicting it.

Agents need to know what a tool does to the world before calling it. Descriptions should go beyond structured annotations to explain consequences.

Conciseness5/5

Is the description appropriately sized, front-loaded, and free of redundancy?

Two dense sentences deliver the pipeline, the return value, the downstream consumer, and the side-effect guarantee. Every phrase earns its place and the most important behavioral constraint is front-loaded.

Shorter descriptions cost fewer tokens and are easier for agents to parse. Every sentence should earn its place.

Completeness5/5

Given the tool's complexity, does the description cover enough for an agent to succeed on first attempt?

For a single-parameter tool with a fully documented schema and an output schema, the description is complete: it names the inputs, outputs, downstream action, and non-mutating behavior. Nothing an agent needs to invoke it correctly is missing.

Complex tools with many parameters or behaviors need more documentation. Simple tools need less. This dimension scales expectations accordingly.

Parameters3/5

Does the description clarify parameter syntax, constraints, interactions, or defaults beyond what the schema provides?

The input schema already provides 100% coverage, including a detailed description of the cache object and its structure. The tool description does not need to restate parameter details; the schema carries the semantic weight, so the baseline score of 3 is appropriate.

Input schemas describe structure but not intent. Descriptions should explain non-obvious parameter relationships and valid value ranges.

Purpose5/5

Does the description clearly state what the tool does and how it differs from similar tools?

The description names a specific verb and resource ('Run the full inspect -> reason -> plan graph over a serialized cache') and clearly differentiates itself from the sibling tools by describing its broader pipeline. It also states what it returns, making its role unambiguous.

Agents choose between tools based on descriptions. A clear purpose with a specific verb and resource helps agents select the right tool.

Usage Guidelines4/5

Does the description explain when to use this tool, when not to, or what alternatives exist?

The description provides clear context for when this tool fits: it produces patch operations that should be fed to patch_cache, and it is a planning-only step. It does not explicitly state when to prefer it over inspect_dangling_refs, but the pipeline framing and output-to-patch_cache relationship make the usage context clear.

Agents often have multiple tools that could apply. Explicit usage guidance like "use X instead of Y when Z" prevents misuse.

inspect_dangling_refsInspect dangling refsA

Read-only

Audit a serialized Apollo InMemoryCache (cache.extract() output) for dangling __refs, unreachable entities, and objects Apollo could not normalize. Read-only.

ParametersJSON Schema

Name	Required	Description
`cache`	Yes	The full serialized cache, exactly as returned by `cache.extract()`. Keys are cache IDs (e.g. "ROOT_QUERY", "User:1"); values are that entity's stored fields, which may contain `{ "__ref": "<cache id>" }` pointers to other entries in this same object.
`rootIds`	No	Cache IDs to treat as reachability roots for the UNREACHABLE_ENTITY check, e.g. ["ROOT_QUERY"]. Omit to use every one of ROOT_QUERY / ROOT_MUTATION / ROOT_SUBSCRIPTION that is present in `cache`. Has no effect on ORPHANED_REF or normalization-gap findings.
`includeUnreachable`	No	Include UNREACHABLE_ENTITY findings for entities no root can reach (candidates `cache.gc()` would collect). Set false to skip reachability analysis and only check refs/normalization.
`includeNormalizationGaps`	No	Include MISSING_TYPENAME / MISSING_ID findings for inline (non-entity) objects that Apollo could not normalize because they lack a `__typename` or an `id`/`_id` field.

Output Schema

ParametersJSON Schema

Name	Required	Description
`stats`	Yes	Aggregate counts over the whole cache, independent of the findings list.
`findings`	Yes	Every defect found, in walk order.

TDQS

A3.8/5.0

Behavior3/5

Does the description disclose side effects, auth requirements, rate limits, or destructive behavior?

Annotations already provide readOnlyHint, and the description repeats 'Read-only.' It adds the scope of audit findings but no additional behavioral context such as error behavior, performance implications, or what the tool does not inspect. With the safety profile already covered by annotations, this is adequate but not rich.

Agents need to know what a tool does to the world before calling it. Descriptions should go beyond structured annotations to explain consequences.

Conciseness5/5

Is the description appropriately sized, front-loaded, and free of redundancy?

The description is two short sentences totaling 19 words. It front-loads the verb, resource, and primary finding types, and 'Read-only' is a harmless, minimal redundancy with the annotation. Every word contributes to understanding what the tool does.

Shorter descriptions cost fewer tokens and are easier for agents to parse. Every sentence should earn its place.

Completeness4/5

Given the tool's complexity, does the description cover enough for an agent to succeed on first attempt?

The tool has 4 parameters, 2 siblings, and subtle optional-parameter interactions, but the input schema is exceptionally detailed and an output schema exists, so the short description is sufficient for invocation. The main completeness gap is the lack of an explicit decision rule versus diagnose_cache_graph, preventing a 5.

Complex tools with many parameters or behaviors need more documentation. Simple tools need less. This dimension scales expectations accordingly.

Parameters3/5

Does the description clarify parameter syntax, constraints, interactions, or defaults beyond what the schema provides?

Schema description coverage is 100%, with detailed parameter documentation for cache, rootIds, includeUnreachable, and includeNormalizationGaps, including defaults and effects on findings. The description itself adds no parameter-level detail beyond the cache.extract() context, so the baseline of 3 applies.

Input schemas describe structure but not intent. Descriptions should explain non-obvious parameter relationships and valid value ranges.

Purpose5/5

Does the description clearly state what the tool does and how it differs from similar tools?

The description opens with the specific verb 'Audit' and names the exact resource: a serialized Apollo InMemoryCache from cache.extract(). It then enumerates the three distinct finding categories (dangling __refs, unreachable entities, normalization gaps), which makes the tool's scope precise and differentiates it from the write-oriented patch_cache and the broader-sounding diagnose_cache_graph.

Agents choose between tools based on descriptions. A clear purpose with a specific verb and resource helps agents select the right tool.

Usage Guidelines3/5

Does the description explain when to use this tool, when not to, or what alternatives exist?

Usage is implied: use this when you have cache.extract() output and need to audit for ref/reachability/normalization issues. However, there is no explicit when-to-use versus alternatives, no exclusions, and no routing to sibling tools such as diagnose_cache_graph. The context is clear but the guidance is not explicit.

Agents often have multiple tools that could apply. Explicit usage guidance like "use X instead of Y when Z" prevents misuse.

patch_cachePatch cacheA

Idempotent

Apply declarative repairs (modify / evict, optional gc) to a serialized cache and return the patched store. Set dryRun to validate the operations without changing anything.

ParametersJSON Schema

Name	Required	Description
`gc`	No	Run `cache.gc()` once after all operations land, to collect anything the patches orphaned.
`cache`	Yes	The full serialized cache, exactly as returned by `cache.extract()`. Keys are cache IDs (e.g. "ROOT_QUERY", "User:1"); values are that entity's stored fields, which may contain `{ "__ref": "<cache id>" }` pointers to other entries in this same object.
`dryRun`	No	Validate `operations` and report what would happen without mutating the cache.
`operations`	Yes	One or more modify/evict operations to apply, in order.

Output Schema

ParametersJSON Schema

Name	Required	Description
`cache`	Yes	The store after the operations landed. Unchanged when `dryRun` is true.
`dryRun`	Yes	Echoes the request's dryRun — true means the cache was not actually touched.
`results`	Yes	One result per input operation, in the same order.
`collected`	Yes	Cache keys removed by the trailing `gc()`, when it ran.

TDQS

A3.8/5.0

Behavior4/5

Does the description disclose side effects, auth requirements, rate limits, or destructive behavior?

Annotations indicate readOnlyHint=false and idempotentHint=true, and the description adds meaningful behavioral context beyond those flags: it explicitly states that dryRun validates without mutating the cache, that the modified store is returned, and that gc is optional. This goes beyond what the annotations alone convey, while not contradicting them.

Agents need to know what a tool does to the world before calling it. Descriptions should go beyond structured annotations to explain consequences.

Conciseness5/5

Is the description appropriately sized, front-loaded, and free of redundancy?

The description is two sentences with no filler. The core action is front-loaded, and the dryRun safety note earns its place as a critical usage caveat. It is appropriately sized for the tool's complexity.

Shorter descriptions cost fewer tokens and are easier for agents to parse. Every sentence should earn its place.

Completeness4/5

Given the tool's complexity, does the description cover enough for an agent to succeed on first attempt?

Given the very rich input and output schemas, the description only needs to establish the operation intent, the mutating nature, and the dryRun flow, which it does. The main missing element is explicit guidance on when to choose this tool over the siblings, but the schema and annotations cover most invocation details.

Complex tools with many parameters or behaviors need more documentation. Simple tools need less. This dimension scales expectations accordingly.

Parameters3/5

Does the description clarify parameter syntax, constraints, interactions, or defaults beyond what the schema provides?

Schema description coverage is 100%, so the schema already thoroughly documents each parameter and nested operation shape. The description mentions modify/evict and dryRun, but it does not add parameter-level meaning beyond what the schema provides. The baseline of 3 applies because the schema carries the heavy lifting.

Input schemas describe structure but not intent. Descriptions should explain non-obvious parameter relationships and valid value ranges.

Purpose5/5

Does the description clearly state what the tool does and how it differs from similar tools?

The description clearly states the tool applies declarative repairs (modify/evict, optional gc) to a serialized cache and returns the patched store. The specific verb 'apply' plus the resource 'serialized cache' and operation types distinguish it from the sibling tools inspect_dangling_refs and diagnose_cache_graph, which are non-mutating inspection tools.

Agents choose between tools based on descriptions. A clear purpose with a specific verb and resource helps agents select the right tool.

Usage Guidelines2/5

Does the description explain when to use this tool, when not to, or what alternatives exist?

The description implies this tool is for mutating a serialized cache and mentions dryRun for validation, but it gives no explicit guidance on when to use patch_cache versus the sibling tools. No exclusion criteria or alternative routing is provided, so an agent must infer the appropriate context from the tool name and sibling names alone.

Agents often have multiple tools that could apply. Explicit usage guidance like "use X instead of Y when Z" prevents misuse.

Tool Schema Changelog

Recent tool additions, removals, and schema changes observed during successful MCP inspections. Dates show when Glama detected each change.

3 tool updatesv1.0.2Aug 26, 2026

Changeddiagnose_cache_graph8 fields changed

addedInput schema / properties / cache / additionalProperties / description

Added value: +"One normalized store entry: the raw field/value map Apollo keeps under a single cache key."

addedInput schema / properties / cache / description

Added value: +"The full serialized cache, exactly as returned by `cache.extract()`. Keys are cache IDs (e.g. \"ROOT_QUERY\", \"User:1\"); values are that entity's stored fields, which may contain `{ \"__ref\": \"<cache id>\" }` pointers to other entries in this same object."

addedOutput schema / properties / findings / description

Added value: +"Every defect the inspector found in `cache`."

addedOutput schema / properties / findings / items / properties / danglingRef / description

Added value: +"The unresolved cache key the ref pointed at. Only present when kind is ORPHANED_REF."

addedOutput schema / properties / findings / items / properties / message / description
```
Added value: +"Human-readable explanation of this finding."
```

addedOutput schema / properties / findings / items / properties / path / description

Added value: +"Dotted path to the defect from its cache key, e.g. \"User:2.posts.1\"."

addedOutput schema / properties / proposedPatches / description

Added value: +"Mechanically-derived fixes for the fixable findings, ready to pass to patch_cache as-is."

changedOutput schema / properties / proposedPatches / items / oneOf

Previous value: -[
-  {
-    "additionalProperties": false,
-    "properties": {
-      "broadcast": {
-        "default": true,
-        "type": "boolean"
-      },
-      "fields": {
-        "additionalProperties": {
-          "oneOf": [
-            {
-              "additionalProperties": false,
-              "properties": {
-                "action": {
-                  "const": "DELETE",
-                  "type": "string"
-                }
-              },
-              "required": [
-                "action"
-              ],
-              "type": "object"
-            },
-            {
-              "additionalProperties": false,
-              "properties": {
-                "action": {
-                  "const": "INVALIDATE",
-                  "type": "string"
-                }
-              },
-              "required": [
-                "action"
-              ],
-              "type": "object"
-            },
-            {
-              "additionalProperties": false,
-              "properties": {
-                "action": {
-                  "const": "SET",
-                  "type": "string"
-                },
-                "value": {}
-              },
-              "required": [
-                "action",
-                "value"
-              ],
-              "type": "object"
-            },
-            {
-              "additionalProperties": false,
-              "properties": {
-                "action": {
-                  "const": "PRUNE_DANGLING_REFS",
-                  "type": "string"
-                }
-              },
-              "required": [
-                "action"
-              ],
-              "type": "object"
-            }
-          ]
-        },
-        "propertyNames": {
-          "type": "string"
-        },
-        "type": "object"
-      },
-      "id": {
-        "default": "ROOT_QUERY",
-        "type": "string"
-      },
-      "optimistic": {
-        "default": false,
-        "type": "boolean"
-      },
-      "type": {
-        "const": "modify",
-        "type": "string"
-      }
-    },
-    "required": [
-      "type",
-      "id",
-      "fields",
-      "optimistic",
-      "broadcast"
-    ],
-    "type": "object"
-  },
-  {
-    "additionalProperties": false,
-    "properties": {
-      "args": {
-        "additionalProperties": {},
-        "propertyNames": {
-          "type": "string"
-        },
-        "type": "object"
-      },
-      "broadcast": {
-        "default": true,
-        "type": "boolean"
-      },
-      "fieldName": {
-        "type": "string"
-      },
-      "id": {
-        "type": "string"
-      },
-      "type": {
-        "const": "evict",
-        "type": "string"
-      }
-    },
-    "required": [
-      "type",
-      "id",
-      "broadcast"
-    ],
-    "type": "object"
-  }
-]New value: +[
+  {
+    "additionalProperties": false,
+    "properties": {
+      "broadcast": {
+        "default": true,
+        "description": "Notify active queries/subscriptions of this change. Set false to patch silently.",
+        "type": "boolean"
+      },
+      "fields": {
+        "additionalProperties": {
+          "oneOf": [
+            {
+              "additionalProperties": false,
+              "description": "Remove this field from the entity entirely.",
+              "properties": {
+                "action": {
+                  "const": "DELETE",
+                  "type": "string"
+                }
+              },
+              "required": [
+                "action"
+              ],
+              "type": "object"
+            },
+            {
+              "additionalProperties": false,
+              "description": "Mark this field stale so Apollo refetches it, without removing or changing its value.",
+              "properties": {
+                "action": {
+                  "const": "INVALIDATE",
+                  "type": "string"
+                }
+              },
+              "required": [
+                "action"
+              ],
+              "type": "object"
+            },
+            {
+              "additionalProperties": false,
+              "description": "Overwrite this field with `value` (any JSON — a scalar, object, or `{ \"__ref\": \"<cache id>\" }`).",
+              "properties": {
+                "action": {
+                  "const": "SET",
+                  "type": "string"
+                },
+                "value": {}
+              },
+              "required": [
+                "action",
+                "value"
+              ],
+              "type": "object"
+            },
+            {
+              "additionalProperties": false,
+              "description": "Drop any `__ref` pointer(s) this field holds that no longer resolve to an entity in the cache. Works on a single ref or a list of refs; refs that still resolve are left untouched.",
+              "properties": {
+                "action": {
+                  "const": "PRUNE_DANGLING_REFS",
+                  "type": "string"
+                }
+              },
+              "required": [
+                "action"
+              ],
+              "type": "object"
+            }
+          ]
+        },
+        "description": "Map of field name -> FieldPatch describing how to change that one field.",
+        "propertyNames": {
+          "type": "string"
+        },
+        "type": "object"
+      },
+      "id": {
+        "default": "ROOT_QUERY",
+        "description": "Cache key of the entity to modify, e.g. \"User:2\". Defaults to \"ROOT_QUERY\" if omitted.",
+        "type": "string"
+      },
+      "optimistic": {
+        "default": false,
+        "description": "Apply against the optimistic layer instead of the base cache. Mirrors `cache.modify`'s option.",
+        "type": "boolean"
+      },
+      "type": {
+        "const": "modify",
+        "type": "string"
+      }
+    },
+    "required": [
+      "type",
+      "id",
+      "fields",
+      "optimistic",
+      "broadcast"
+    ],
+    "type": "object"
+  },
+  {
+    "additionalProperties": false,
+    "properties": {
+      "args": {
+        "additionalProperties": {},
+        "description": "Field arguments to match when evicting a specific parameterized field (used with `fieldName`).",
+        "propertyNames": {
+          "type": "string"
+        },
+        "type": "object"
+      },
+      "broadcast": {
+        "default": true,
+        "description": "Notify active queries/subscriptions of this eviction. Set false to patch silently.",
+        "type": "boolean"
+      },
+      "fieldName": {
+        "description": "Evict only this one field instead of the whole entity at `id`.",
+        "type": "string"
+      },
+      "id": {
+        "description": "Cache key of the entity to evict, e.g. \"Post:5\".",
+        "type": "string"
+      },
+      "type": {
+        "const": "evict",
+        "type": "string"
+      }
+    },
+    "required": [
+      "type",
+      "id",
+      "broadcast"
+    ],
+    "type": "object"
+  }
+]

Changedinspect_dangling_refs14 fields changed

addedInput schema / properties / cache / additionalProperties / description

Added value: +"One normalized store entry: the raw field/value map Apollo keeps under a single cache key."

addedInput schema / properties / cache / description

Added value: +"The full serialized cache, exactly as returned by `cache.extract()`. Keys are cache IDs (e.g. \"ROOT_QUERY\", \"User:1\"); values are that entity's stored fields, which may contain `{ \"__ref\": \"<cache id>\" }` pointers to other entries in this same object."

addedInput schema / properties / includeNormalizationGaps / description

Added value: +"Include MISSING_TYPENAME / MISSING_ID findings for inline (non-entity) objects that Apollo could not normalize because they lack a `__typename` or an `id`/`_id` field."

addedInput schema / properties / includeUnreachable / description

Added value: +"Include UNREACHABLE_ENTITY findings for entities no root can reach (candidates `cache.gc()` would collect). Set false to skip reachability analysis and only check refs/normalization."

addedInput schema / properties / rootIds / description

Added value: +"Cache IDs to treat as reachability roots for the UNREACHABLE_ENTITY check, e.g. [\"ROOT_QUERY\"]. Omit to use every one of ROOT_QUERY / ROOT_MUTATION / ROOT_SUBSCRIPTION that is present in `cache`. Has no effect on ORPHANED_REF or normalization-gap findings."

addedOutput schema / properties / findings / description
```
Added value: +"Every defect found, in walk order."
```

addedOutput schema / properties / findings / items / properties / danglingRef / description

Added value: +"The unresolved cache key the ref pointed at. Only present when kind is ORPHANED_REF."

addedOutput schema / properties / findings / items / properties / message / description
```
Added value: +"Human-readable explanation of this finding."
```

addedOutput schema / properties / findings / items / properties / path / description

Added value: +"Dotted path to the defect from its cache key, e.g. \"User:2.posts.1\"."

addedOutput schema / properties / stats / description

Added value: +"Aggregate counts over the whole cache, independent of the findings list."

addedOutput schema / properties / stats / properties / danglingCount / description
```
Added value: +"Of those refs, how many did not resolve."
```
addedOutput schema / properties / stats / properties / entityCount / description
```
Added value: +"Total cache keys in the input."
```
addedOutput schema / properties / stats / properties / refCount / description
```
Added value: +"Total `__ref` pointers encountered."
```
addedOutput schema / properties / stats / properties / unreachableCount / description
```
Added value: +"Entities no root reaches."
```

Changedpatch_cache15 fields changed

addedInput schema / properties / cache / additionalProperties / description

Added value: +"One normalized store entry: the raw field/value map Apollo keeps under a single cache key."

addedInput schema / properties / cache / description

Added value: +"The full serialized cache, exactly as returned by `cache.extract()`. Keys are cache IDs (e.g. \"ROOT_QUERY\", \"User:1\"); values are that entity's stored fields, which may contain `{ \"__ref\": \"<cache id>\" }` pointers to other entries in this same object."

addedInput schema / properties / dryRun / description

Added value: +"Validate `operations` and report what would happen without mutating the cache."

addedInput schema / properties / gc / description

Added value: +"Run `cache.gc()` once after all operations land, to collect anything the patches orphaned."

addedInput schema / properties / operations / description

Added value: +"One or more modify/evict operations to apply, in order."

changedInput schema / properties / operations / items / oneOf

Previous value: -[
-  {
-    "properties": {
-      "broadcast": {
-        "default": true,
-        "type": "boolean"
-      },
-      "fields": {
-        "additionalProperties": {
-          "oneOf": [
-            {
-              "properties": {
-                "action": {
-                  "const": "DELETE",
-                  "type": "string"
-                }
-              },
-              "required": [
-                "action"
-              ],
-              "type": "object"
-            },
-            {
-              "properties": {
-                "action": {
-                  "const": "INVALIDATE",
-                  "type": "string"
-                }
-              },
-              "required": [
-                "action"
-              ],
-              "type": "object"
-            },
-            {
-              "properties": {
-                "action": {
-                  "const": "SET",
-                  "type": "string"
-                },
-                "value": {}
-              },
-              "required": [
-                "action",
-                "value"
-              ],
-              "type": "object"
-            },
-            {
-              "properties": {
-                "action": {
-                  "const": "PRUNE_DANGLING_REFS",
-                  "type": "string"
-                }
-              },
-              "required": [
-                "action"
-              ],
-              "type": "object"
-            }
-          ]
-        },
-        "propertyNames": {
-          "type": "string"
-        },
-        "type": "object"
-      },
-      "id": {
-        "default": "ROOT_QUERY",
-        "type": "string"
-      },
-      "optimistic": {
-        "default": false,
-        "type": "boolean"
-      },
-      "type": {
-        "const": "modify",
-        "type": "string"
-      }
-    },
-    "required": [
-      "type",
-      "fields"
-    ],
-    "type": "object"
-  },
-  {
-    "properties": {
-      "args": {
-        "additionalProperties": {},
-        "propertyNames": {
-          "type": "string"
-        },
-        "type": "object"
-      },
-      "broadcast": {
-        "default": true,
-        "type": "boolean"
-      },
-      "fieldName": {
-        "type": "string"
-      },
-      "id": {
-        "type": "string"
-      },
-      "type": {
-        "const": "evict",
-        "type": "string"
-      }
-    },
-    "required": [
-      "type",
-      "id"
-    ],
-    "type": "object"
-  }
-]New value: +[
+  {
+    "properties": {
+      "broadcast": {
+        "default": true,
+        "description": "Notify active queries/subscriptions of this change. Set false to patch silently.",
+        "type": "boolean"
+      },
+      "fields": {
+        "additionalProperties": {
+          "oneOf": [
+            {
+              "description": "Remove this field from the entity entirely.",
+              "properties": {
+                "action": {
+                  "const": "DELETE",
+                  "type": "string"
+                }
+              },
+              "required": [
+                "action"
+              ],
+              "type": "object"
+            },
+            {
+              "description": "Mark this field stale so Apollo refetches it, without removing or changing its value.",
+              "properties": {
+                "action": {
+                  "const": "INVALIDATE",
+                  "type": "string"
+                }
+              },
+              "required": [
+                "action"
+              ],
+              "type": "object"
+            },
+            {
+              "description": "Overwrite this field with `value` (any JSON — a scalar, object, or `{ \"__ref\": \"<cache id>\" }`).",
+              "properties": {
+                "action": {
+                  "const": "SET",
+                  "type": "string"
+                },
+                "value": {}
+              },
+              "required": [
+                "action",
+                "value"
+              ],
+              "type": "object"
+            },
+            {
+              "description": "Drop any `__ref` pointer(s) this field holds that no longer resolve to an entity in the cache. Works on a single ref or a list of refs; refs that still resolve are left untouched.",
+              "properties": {
+                "action": {
+                  "const": "PRUNE_DANGLING_REFS",
+                  "type": "string"
+                }
+              },
+              "required": [
+                "action"
+              ],
+              "type": "object"
+            }
+          ]
+        },
+        "description": "Map of field name -> FieldPatch describing how to change that one field.",
+        "propertyNames": {
+          "type": "string"
+        },
+        "type": "object"
+      },
+      "id": {
+        "default": "ROOT_QUERY",
+        "description": "Cache key of the entity to modify, e.g. \"User:2\". Defaults to \"ROOT_QUERY\" if omitted.",
+        "type": "string"
+      },
+      "optimistic": {
+        "default": false,
+        "description": "Apply against the optimistic layer instead of the base cache. Mirrors `cache.modify`'s option.",
+        "type": "boolean"
+      },
+      "type": {
+        "const": "modify",
+        "type": "string"
+      }
+    },
+    "required": [
+      "type",
+      "fields"
+    ],
+    "type": "object"
+  },
+  {
+    "properties": {
+      "args": {
+        "additionalProperties": {},
+        "description": "Field arguments to match when evicting a specific parameterized field (used with `fieldName`).",
+        "propertyNames": {
+          "type": "string"
+        },
+        "type": "object"
+      },
+      "broadcast": {
+        "default": true,
+        "description": "Notify active queries/subscriptions of this eviction. Set false to patch silently.",
+        "type": "boolean"
+      },
+      "fieldName": {
+        "description": "Evict only this one field instead of the whole entity at `id`.",
+        "type": "string"
+      },
+      "id": {
+        "description": "Cache key of the entity to evict, e.g. \"Post:5\".",
+        "type": "string"
+      },
+      "type": {
+        "const": "evict",
+        "type": "string"
+      }
+    },
+    "required": [
+      "type",
+      "id"
+    ],
+    "type": "object"
+  }
+]

addedOutput schema / properties / cache / additionalProperties / description

Added value: +"One normalized store entry: the raw field/value map Apollo keeps under a single cache key."

addedOutput schema / properties / cache / description

Added value: +"The store after the operations landed. Unchanged when `dryRun` is true."

addedOutput schema / properties / collected / description

Added value: +"Cache keys removed by the trailing `gc()`, when it ran."

addedOutput schema / properties / dryRun / description

Added value: +"Echoes the request's dryRun — true means the cache was not actually touched."

addedOutput schema / properties / results / description

Added value: +"One result per input operation, in the same order."

addedOutput schema / properties / results / items / properties / changed / description
```
Added value: +"Whether `cache.modify` / `cache.evict` actually changed anything."
```

addedOutput schema / properties / results / items / properties / error / description

Added value: +"Set when this one operation failed; the rest of the batch still ran."

addedOutput schema / properties / results / items / properties / operation / description
```
Added value: +"The operation this result is reporting on, echoed back."
```

changedOutput schema / properties / results / items / properties / operation / oneOf

Previous value: -[
-  {
-    "additionalProperties": false,
-    "properties": {
-      "broadcast": {
-        "default": true,
-        "type": "boolean"
-      },
-      "fields": {
-        "additionalProperties": {
-          "oneOf": [
-            {
-              "additionalProperties": false,
-              "properties": {
-                "action": {
-                  "const": "DELETE",
-                  "type": "string"
-                }
-              },
-              "required": [
-                "action"
-              ],
-              "type": "object"
-            },
-            {
-              "additionalProperties": false,
-              "properties": {
-                "action": {
-                  "const": "INVALIDATE",
-                  "type": "string"
-                }
-              },
-              "required": [
-                "action"
-              ],
-              "type": "object"
-            },
-            {
-              "additionalProperties": false,
-              "properties": {
-                "action": {
-                  "const": "SET",
-                  "type": "string"
-                },
-                "value": {}
-              },
-              "required": [
-                "action",
-                "value"
-              ],
-              "type": "object"
-            },
-            {
-              "additionalProperties": false,
-              "properties": {
-                "action": {
-                  "const": "PRUNE_DANGLING_REFS",
-                  "type": "string"
-                }
-              },
-              "required": [
-                "action"
-              ],
-              "type": "object"
-            }
-          ]
-        },
-        "propertyNames": {
-          "type": "string"
-        },
-        "type": "object"
-      },
-      "id": {
-        "default": "ROOT_QUERY",
-        "type": "string"
-      },
-      "optimistic": {
-        "default": false,
-        "type": "boolean"
-      },
-      "type": {
-        "const": "modify",
-        "type": "string"
-      }
-    },
-    "required": [
-      "type",
-      "id",
-      "fields",
-      "optimistic",
-      "broadcast"
-    ],
-    "type": "object"
-  },
-  {
-    "additionalProperties": false,
-    "properties": {
-      "args": {
-        "additionalProperties": {},
-        "propertyNames": {
-          "type": "string"
-        },
-        "type": "object"
-      },
-      "broadcast": {
-        "default": true,
-        "type": "boolean"
-      },
-      "fieldName": {
-        "type": "string"
-      },
-      "id": {
-        "type": "string"
-      },
-      "type": {
-        "const": "evict",
-        "type": "string"
-      }
-    },
-    "required": [
-      "type",
-      "id",
-      "broadcast"
-    ],
-    "type": "object"
-  }
-]New value: +[
+  {
+    "additionalProperties": false,
+    "properties": {
+      "broadcast": {
+        "default": true,
+        "description": "Notify active queries/subscriptions of this change. Set false to patch silently.",
+        "type": "boolean"
+      },
+      "fields": {
+        "additionalProperties": {
+          "oneOf": [
+            {
+              "additionalProperties": false,
+              "description": "Remove this field from the entity entirely.",
+              "properties": {
+                "action": {
+                  "const": "DELETE",
+                  "type": "string"
+                }
+              },
+              "required": [
+                "action"
+              ],
+              "type": "object"
+            },
+            {
+              "additionalProperties": false,
+              "description": "Mark this field stale so Apollo refetches it, without removing or changing its value.",
+              "properties": {
+                "action": {
+                  "const": "INVALIDATE",
+                  "type": "string"
+                }
+              },
+              "required": [
+                "action"
+              ],
+              "type": "object"
+            },
+            {
+              "additionalProperties": false,
+              "description": "Overwrite this field with `value` (any JSON — a scalar, object, or `{ \"__ref\": \"<cache id>\" }`).",
+              "properties": {
+                "action": {
+                  "const": "SET",
+                  "type": "string"
+                },
+                "value": {}
+              },
+              "required": [
+                "action",
+                "value"
+              ],
+              "type": "object"
+            },
+            {
+              "additionalProperties": false,
+              "description": "Drop any `__ref` pointer(s) this field holds that no longer resolve to an entity in the cache. Works on a single ref or a list of refs; refs that still resolve are left untouched.",
+              "properties": {
+                "action": {
+                  "const": "PRUNE_DANGLING_REFS",
+                  "type": "string"
+                }
+              },
+              "required": [
+                "action"
+              ],
+              "type": "object"
+            }
+          ]
+        },
+        "description": "Map of field name -> FieldPatch describing how to change that one field.",
+        "propertyNames": {
+          "type": "string"
+        },
+        "type": "object"
+      },
+      "id": {
+        "default": "ROOT_QUERY",
+        "description": "Cache key of the entity to modify, e.g. \"User:2\". Defaults to \"ROOT_QUERY\" if omitted.",
+        "type": "string"
+      },
+      "optimistic": {
+        "default": false,
+        "description": "Apply against the optimistic layer instead of the base cache. Mirrors `cache.modify`'s option.",
+        "type": "boolean"
+      },
+      "type": {
+        "const": "modify",
+        "type": "string"
+      }
+    },
+    "required": [
+      "type",
+      "id",
+      "fields",
+      "optimistic",
+      "broadcast"
+    ],
+    "type": "object"
+  },
+  {
+    "additionalProperties": false,
+    "properties": {
+      "args": {
+        "additionalProperties": {},
+        "description": "Field arguments to match when evicting a specific parameterized field (used with `fieldName`).",
+        "propertyNames": {
+          "type": "string"
+        },
+        "type": "object"
+      },
+      "broadcast": {
+        "default": true,
+        "description": "Notify active queries/subscriptions of this eviction. Set false to patch silently.",
+        "type": "boolean"
+      },
+      "fieldName": {
+        "description": "Evict only this one field instead of the whole entity at `id`.",
+        "type": "string"
+      },
+      "id": {
+        "description": "Cache key of the entity to evict, e.g. \"Post:5\".",
+        "type": "string"
+      },
+      "type": {
+        "const": "evict",
+        "type": "string"
+      }
+    },
+    "required": [
+      "type",
+      "id",
+      "broadcast"
+    ],
+    "type": "object"
+  }
+]

3 tool updatesv1.0.0Aug 21, 2026
- First observeddiagnose_cache_graph
- First observedinspect_dangling_refs
- First observedpatch_cache

Install Server

RayrunBuild, deploy, and operate MCP servers without becoming an infrastructure team.ray.runAd

TDQS

A4.2/5.0

Disambiguation4/5

The three tools map to distinct workflow phases: focused read-only audit, planning/diagnosis, and mutation. inspect_dangling_refs and diagnose_cache_graph overlap in that both return findings, but the descriptions clearly differentiate the focused audit from the full inspect-reason-plan pipeline.

Naming Consistency5/5

All tool names follow a consistent snake_case verb_noun pattern: inspect_dangling_refs, patch_cache, diagnose_cache_graph. The verbs and noun objects are clear and predictable.

Tool Count5/5

Three tools is a well-scoped size for a focused Apollo cache repair copilot. Each tool covers a meaningful stage of the workflow—diagnose, plan, patch—without redundancy or bloat.

Completeness5/5

The surface covers the full repair lifecycle: audit problems, generate a plan, and apply/validate repairs with dry-run and optional GC. There are no obvious dead ends for the stated purpose.

Maintenance

ActivityMaintained

ResponsivenessUnresponsive

Resources

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apollo-cache-copilot

Проблема

Решение

Архитектура

Установка

Использование библиотеки

inspectDanglingRefs — аудит снимка

patchCache — применение исправлений к живому кэшу

cacheAgentGraph — инспекция → анализ → план

Использование CLI

apollo-copilot inspect <file>

apollo-copilot mcp

Настройка MCP

Доступные инструменты

Claude Desktop

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Затем просто спросите

Разработка

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Output Schema

Output Schema

Tool Schema Changelog

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MCP directory API

`inspectDanglingRefs` — аудит снимка

`patchCache` — применение исправлений к живому кэшу

`cacheAgentGraph` — инспекция → анализ → план

`apollo-copilot inspect <file>`

`apollo-copilot mcp`