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codebase-memory-reference

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This skill should be used when the user asks about "codebase-memory-mcp tools", "graph query syntax", "Cypher query examples", "edge types", "how to use search_graph", "query_graph examples", or needs reference documentation for the codebase knowledge graph tools.

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Source SKILL.md: https://github.com/DmNote-App/DmNote/blob/HEAD/.claude/skills/codebase-memory-reference/SKILL.md

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Codebase Memory MCP — Tool Reference

Tools (14 total)

ToolPurpose
index_repositoryParse and ingest repo into graph (only once — auto-sync keeps it fresh)
index_statusCheck indexing status (ready/indexing/not found)
list_projectsList all indexed projects with timestamps and counts
delete_projectRemove a project from the graph
search_graphStructured search with filters (name, label, degree, file pattern)
search_codeGrep-like text search within indexed project files
trace_call_pathBFS call chain traversal (exact name match required). Supports risk_labels=true for impact classification.
detect_changesMap git diff to affected symbols + blast radius with risk scoring
query_graphCypher-like graph queries (200-row cap)
get_graph_schemaNode/edge counts, relationship patterns
get_code_snippetRead source code by qualified name
read_fileRead any file from indexed project
list_directoryList files/directories with glob filter
ingest_tracesIngest OpenTelemetry traces to validate HTTP_CALLS edges

Edge Types

TypeMeaning
CALLSDirect function call within same service
HTTP_CALLSSynchronous cross-service HTTP request
ASYNC_CALLSAsync dispatch (Cloud Tasks, Pub/Sub, SQS, Kafka)
IMPORTSModule/package import
DEFINES / DEFINES_METHODModule/class defines a function/method
HANDLESRoute node handled by a function
IMPLEMENTSType implements an interface
OVERRIDEStruct method overrides an interface method
USAGERead reference (callback, variable assignment)
FILE_CHANGES_WITHGit history change coupling
CONTAINS_FILE / CONTAINS_FOLDER / CONTAINS_PACKAGEStructural containment

Node Labels

Project, Package, Folder, File, Module, Class, Function, Method, Interface, Enum, Type, Route

Qualified Name Format

<project>.<path_parts>.<name> — file path with / replaced by ., extension removed.

Examples:

  • myproject.cmd.server.main.HandleRequest (Go)
  • myproject.services.orders.ProcessOrder (Python)
  • myproject.src.components.App.App (TypeScript)

Use search_graph to discover qualified names, then pass them to get_code_snippet.

Cypher Subset (for query_graph)

Supported:

  • MATCH with node labels and relationship types
  • Variable-length paths: -[:CALLS*1..3]->
  • WHERE with =, <>, >, <, >=, <=, =~ (regex), CONTAINS, STARTS WITH
  • WHERE with AND, OR, NOT
  • RETURN with property access, COUNT(x), DISTINCT
  • ORDER BY with ASC/DESC
  • LIMIT
  • Edge property access: r.confidence, r.url_path, r.coupling_score

Not supported: WITH, COLLECT, SUM, CREATE/DELETE/SET, OPTIONAL MATCH, UNION

Common Cypher Patterns

# Cross-service HTTP calls with confidence
MATCH (a)-[r:HTTP_CALLS]->(b) RETURN a.name, b.name, r.url_path, r.confidence LIMIT 20

# Filter by URL path
MATCH (a)-[r:HTTP_CALLS]->(b) WHERE r.url_path CONTAINS '/orders' RETURN a.name, b.name

# Interface implementations
MATCH (s)-[r:OVERRIDE]->(i) RETURN s.name, i.name LIMIT 20

# Change coupling
MATCH (a)-[r:FILE_CHANGES_WITH]->(b) WHERE r.coupling_score >= 0.5 RETURN a.name, b.name, r.coupling_score

# Functions calling a specific function
MATCH (f:Function)-[:CALLS]->(g:Function) WHERE g.name = 'ProcessOrder' RETURN f.name LIMIT 20

Regex-Powered Search (No Full-Text Index Needed)

search_graph and search_code support full Go regex, making full-text search indexes unnecessary. Regex patterns provide precise, composable queries that cover all common discovery scenarios:

search_graph — name_pattern / qn_pattern

PatternMatchesUse case
.*Handler$names ending in HandlerFind all handlers
(?i)authcase-insensitive "auth"Find auth-related symbols
get|fetch|loadany of three wordsFind data-loading functions
^on[A-Z]names starting with on + uppercaseFind event handlers
.*Service.*ImplService...Impl patternFind service implementations
^(Get|Set|Delete)CRUD prefixesFind CRUD operations
.*_test$names ending in _testFind test functions
.*\\.controllers\\..*qn_pattern for directory scopingScope to controllers dir

search_code — regex=true

PatternMatchesUse case
TODO|FIXME|HACKmulti-pattern scanFind tech debt markers
(?i)password|secret|tokencase-insensitive secretsSecurity scan
func\\s+TestGo test functionsFind test entry points
api[._/]v[0-9]API version referencesFind versioned API usage
import.*from ['"]@scoped npm importsFind package imports

Combining Filters for Surgical Queries

# Find unused auth handlers
search_graph(name_pattern="(?i).*auth.*handler.*", max_degree=0, exclude_entry_points=true)

# Find high fan-out functions in the services directory
search_graph(qn_pattern=".*\\.services\\..*", min_degree=10, relationship="CALLS", direction="outbound")

# Find all route handlers matching a URL pattern
search_code(pattern="(?i)(POST|PUT).*\\/api\\/v[0-9]\\/orders", regex=true)

Critical Pitfalls

  1. search_graph(relationship="HTTP_CALLS") does NOT return edges — it filters nodes by degree. Use query_graph with Cypher to see actual edges.
  2. query_graph has a 200-row cap before aggregation — COUNT queries silently undercount on large codebases. Use search_graph with min_degree/max_degree for counting.
  3. trace_call_path needs exact names — use search_graph(name_pattern=".*Partial.*") first to discover names.
  4. direction="outbound" misses cross-service callers — use direction="both" for full context.

Decision Matrix

QuestionUse
Who calls X?trace_call_path(direction="inbound")
What does X call?trace_call_path(direction="outbound")
Full call contexttrace_call_path(direction="both")
Find by name patternsearch_graph(name_pattern="...")
Dead codesearch_graph(max_degree=0, exclude_entry_points=true)
Cross-service edgesquery_graph with Cypher
Impact of local changesdetect_changes()
Risk-classified tracetrace_call_path(risk_labels=true)
Text searchsearch_code or Grep
| names ending in Handler | Find all handlers |\n| `(?i)auth` | case-insensitive \"auth\" | Find auth-related symbols |\n| `get\\|fetch\\|load` | any of three words | Find data-loading functions |\n| `^on[A-Z]` | names starting with on + uppercase | Find event handlers |\n| `.*Service.*Impl` | Service...Impl pattern | Find service implementations |\n| `^(Get\\|Set\\|Delete)` | CRUD prefixes | Find CRUD operations |\n| `.*_test codebase-memory-reference — Agent Skill guide | OpenParable | names ending in _test | Find test functions |\n| `.*\\\\.controllers\\\\..*` | qn_pattern for directory scoping | Scope to controllers dir |\n\n### search_code — regex=true\n\n| Pattern | Matches | Use case |\n|---------|---------|----------|\n| `TODO\\|FIXME\\|HACK` | multi-pattern scan | Find tech debt markers |\n| `(?i)password\\|secret\\|token` | case-insensitive secrets | Security scan |\n| `func\\\\s+Test` | Go test functions | Find test entry points |\n| `api[._/]v[0-9]` | API version references | Find versioned API usage |\n| `import.*from ['\"]@` | scoped npm imports | Find package imports |\n\n### Combining Filters for Surgical Queries\n\n```\n# Find unused auth handlers\nsearch_graph(name_pattern=\"(?i).*auth.*handler.*\", max_degree=0, exclude_entry_points=true)\n\n# Find high fan-out functions in the services directory\nsearch_graph(qn_pattern=\".*\\\\.services\\\\..*\", min_degree=10, relationship=\"CALLS\", direction=\"outbound\")\n\n# Find all route handlers matching a URL pattern\nsearch_code(pattern=\"(?i)(POST|PUT).*\\\\/api\\\\/v[0-9]\\\\/orders\", regex=true)\n```\n\n## Critical Pitfalls\n\n1. **`search_graph(relationship=\"HTTP_CALLS\")` does NOT return edges** — it filters nodes by degree. Use `query_graph` with Cypher to see actual edges.\n2. **`query_graph` has a 200-row cap** before aggregation — COUNT queries silently undercount on large codebases. Use `search_graph` with `min_degree`/`max_degree` for counting.\n3. **`trace_call_path` needs exact names** — use `search_graph(name_pattern=\".*Partial.*\")` first to discover names.\n4. **`direction=\"outbound\"` misses cross-service callers** — use `direction=\"both\"` for full context.\n\n## Decision Matrix\n\n| Question | Use |\n|----------|-----|\n| Who calls X? | `trace_call_path(direction=\"inbound\")` |\n| What does X call? | `trace_call_path(direction=\"outbound\")` |\n| Full call context | `trace_call_path(direction=\"both\")` |\n| Find by name pattern | `search_graph(name_pattern=\"...\")` |\n| Dead code | `search_graph(max_degree=0, exclude_entry_points=true)` |\n| Cross-service edges | `query_graph` with Cypher |\n| Impact of local changes | `detect_changes()` |\n| Risk-classified trace | `trace_call_path(risk_labels=true)` |\n| Text search | `search_code` or Grep |\n"}],"versionEndpoint":"/skill/api/version"}