Grafema: Graph-Based Codebase Analysis

SkillDatabases & data

Analyze codebases using a graph database instead of reading source files. Use when understanding code architecture, finding functions or call patterns, tracing data flow, checking dependencies, or answering "where is X used?" questions. Grafema builds a queryable code graph from static analysis — prefer querying the graph over reading files manually.

Available today. Use it from your connected AI after setup.

Connect ahel once, and every AI you use reads what you have installed.

Then ask your AI: use the Grafema: Graph-Based Codebase Analysis skill

What this skill tells your AI

The instructions your AI receives, as published by disentinel/grafema in packages/cli/skills/grafema-codebase-analysis/SKILL.md and read by ahel’s review.

Core Principle

Query the graph, not read code.

Grafema builds a graph database from your codebase via static analysis. Instead of reading dozens of files to understand how code connects, query the graph to get structured, complete answers instantly.

BAD:  Read 20 files hoping to find all callers of a function
GOOD: find_calls({ name: "processPayment" }) -> get all callers in one query

BAD:  Grep for variable name across files, miss aliased references
GOOD: trace_dataflow({ source: "userInput", direction: "forward" }) -> complete data flow

BAD:  Read file by file to understand module dependencies
GOOD: get_file_overview({ file: "src/api.ts" }) -> structured imports, exports, classes, functions

When to Use Grafema

  • Finding where functions/methods are called
  • Understanding module dependencies and imports
  • Tracing data flow (forward or backward)
  • Getting function details (signature, callers, callees)
  • Checking code invariants with Datalog rules
  • Exploring file structure and entity relationships

When NOT to Use Grafema

  • Reading a single specific file (use your editor/Read tool — faster)
  • Editing code (Grafema is read-only analysis)
  • Runtime behavior questions (Grafema is static analysis)
  • Files not yet analyzed (run analyze_project first)

Essential Tools (Tier 1)

These 5 tools handle ~80% of queries. Start here.

find_nodes — Find entities by type, name, or file

find_nodes({ type: "FUNCTION", name: "validateUser" })
find_nodes({ type: "CLASS", file: "src/auth.ts" })
find_nodes({ type: "http:request" })
find_nodes({ type: "MODULE" })

Use when: "Find all X", "What functions are in file Y", "List all routes"

Node types: MODULE, FUNCTION, METHOD, CLASS, VARIABLE, PARAMETER, CALL, PROPERTY_ACCESS, METHOD_CALL, CALL_SITE, http:route, http:request, db:query, socketio:emit, socketio:on

find_calls — Find function/method call sites

find_calls({ name: "processPayment" })
find_calls({ name: "query", className: "Database" })

Use when: "Where is X called?", "Who calls this function?", "Find all usages"

Returns call sites with file locations and whether the target is resolved.

get_function_details — Complete function info

get_function_details({ name: "handleRequest" })
get_function_details({ name: "validate", file: "src/auth.ts" })
get_function_details({ name: "processOrder", transitive: true })

Use when: "What does function X do?", "What does it call?", "Who calls it?"

Returns: signature, parameters, what it calls, who calls it. Use transitive: true to follow call chains (A calls B calls C, max depth 5).

get_context — Deep context for any node

get_context({ semanticId: "src/api.ts:handleRequest#fn" })
get_context({ semanticId: "src/db.ts:Database#class", edgeType: "CALLS" })

Use when: "Tell me everything about this entity", "Show me its relationships"

Returns: node info, source code, ALL incoming/outgoing edges with code context. Use after find_nodes to deep-dive into a specific result.

trace_dataflow — Trace data flow

trace_dataflow({ source: "userInput", file: "src/handler.ts", direction: "forward" })
trace_dataflow({ source: "dbResult", file: "src/query.ts", direction: "backward" })
trace_dataflow({ source: "config", direction: "both", max_depth: 5 })

Use when: "Where does this value end up?", "Where does this data come from?", "Is user input reaching the database unsanitized?"

Directions: forward (where does it go?), backward (where did it come from?), both.

Decision Tree

START: What do you need?
|
|-- "Find entities (functions, classes, routes)"
|   -> find_nodes({ type, name, file })
|
|-- "Find who calls function X"
|   -> find_calls({ name: "X" })
|   -> For full details: get_function_details({ name: "X" })
|
|-- "Understand a specific entity deeply"
|   -> First: find_nodes to get its semantic ID
|   -> Then: get_context({ semanticId: "..." })
|
|-- "Trace data flow"
|   -> trace_dataflow({ source, file, direction })
|
|-- "Understand a file's structure"
|   -> get_file_overview({ file: "path/to/file.ts" })
|
|-- "Trace an alias/re-export chain"
|   -> trace_alias({ variableName: "alias", file: "path.ts" })
|
|-- "Check a code rule/invariant"
|   -> check_invariant({ rule: "violation(X) :- ..." })
|
|-- "Custom complex query"
|   -> query_graph({ query: "violation(X) :- ..." })
|   -> See references/query-patterns.md for Datalog syntax
|
|-- "Explore unknown codebase"
|   -> get_stats() for high-level overview
|   -> get_schema() for available node/edge types
|   -> find_nodes({ type: "MODULE" }) for module list
|   -> get_file_overview for specific files

Common Workflows

1. Impact Analysis: "What breaks if I change function X?"

get_function_details({ name: "X", transitive: true })
-> Check calledBy array for all callers (direct + transitive)
-> For critical callers: get_context({ semanticId }) for full picture

2. Security Audit: "Does user input reach the database?"

find_nodes({ type: "http:request" })
-> For each route, trace_dataflow({ source: requestParam, direction: "forward" })
-> Check if flow reaches db:query nodes
-> Use find_guards to check for sanitization

3. Onboarding: "How is this codebase structured?"

get_stats()                              -> Node/edge counts by type
find_nodes({ type: "MODULE" })           -> All modules
get_file_overview({ file: "src/index.ts" })  -> Entry point structure
find_nodes({ type: "http:request" })     -> All API endpoints

4. Dependency Analysis: "What does module X depend on?"

get_file_overview({ file: "src/service.ts" })
-> Check imports section for dependencies
-> For each import: get_context for deeper relationships

5. Find Dead Code: "What functions have no callers?"

query_graph({
  query: 'violation(X) :- node(X, "FUNCTION"), \\+ edge(_, X, "CALLS").'
})

Anti-Patterns

Don't read files to find call sites. Use find_calls — it finds ALL callers across the entire codebase, including indirect references you'd miss by grepping.

Don't use query_graph for simple lookups. find_nodes, find_calls, and get_function_details are optimized for common queries. Reserve Datalog for complex patterns (joins, transitive closure, invariant checks).

Don't skip analysis status. If you just ran analyze_project, check get_analysis_status before querying — partial results are misleading.

Don't request excessive depth. get_context with no filters returns everything. Use edgeType filter to focus on specific relationships (e.g., "CALLS,ASSIGNED_FROM").

Don't use Grafema for single-file questions. If you only need to read one file, use your editor. Grafema shines for cross-file relationships.

Advanced Tools (Tier 2)

query_graph — Custom Datalog queries

For complex patterns not covered by high-level tools. See references/query-patterns.md for syntax and examples.

query_graph({
  query: "violation(X) :- node(X, \"CALL\"), attr(X, \"name\", \"eval\").",
  explain: true
})

Available predicates: node(Id, Type), edge(Src, Dst, Type), attr(Id, Name, Value). Must define violation/1 predicate for results. Use explain: true to debug empty results.

get_file_overview — File-level structure

Structured overview of imports, exports, classes, functions, variables with relationships. Recommended first step when exploring a specific file before using get_context.

trace_alias — Resolve alias chains

For code like const alias = obj.method; alias() — traces "alias" back to "obj.method".

get_schema — Available types

Returns all node and edge types in the graph. Use when you need exact type names.

check_invariant — Code rule checking

Check if a Datalog rule has violations. For persistent rules, use create_guarantee.

Specialized Tools (Tier 3)

ToolPurpose
get_statsGraph statistics (node/edge counts by type)
get_coverageAnalysis coverage for a path
find_guardsConditional guards protecting a node
create_guaranteeCreate persistent code invariant
list_guaranteesList all guarantees
check_guaranteesCheck guarantee violations
delete_guaranteeRemove a guarantee
discover_servicesDiscover services without full analysis
analyze_projectRun/re-run analysis
get_analysis_statusCheck analysis progress
read_project_structureDirectory tree
write_configUpdate .grafema/config.yaml
get_documentationGrafema usage docs
report_issueReport bugs

Troubleshooting

Query returns nothing?

  1. Check analysis ran: get_analysis_status
  2. Check type names: get_schema for available types
  3. Use explain: true in query_graph to debug
  4. Check file paths match (relative to project root)

Need help with Datalog syntax?

Graph seems incomplete?

  • Run get_coverage({ path: "src/" }) to check coverage
  • Re-analyze with analyze_project({ force: true })
  • Check .grafema/config.yaml for include/exclude patterns

References

Signals

GitHub stars
36
Forks
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Last commit
Aug 2026
Advanced
Catalog kind
skill
Gateway key
grafema-codebase-analysis
Source
github.com/disentinel/grafema