Persistent structural context and ultra-fast repeated analysis for AI coding agents
Project description
sourcecode
Persistent structural context and ultra-fast repeated analysis for AI coding agents.
The problem
Every time an AI coding agent starts a new session, it has to re-parse the repository from scratch. For a large Java or TypeScript monolith, that means 5–15 seconds per invocation. Multiply by dozens of agent turns per hour, and repo context acquisition becomes a real bottleneck — not just latency, but tokens, compute, and iteration velocity.
sourcecode solves this with a persistent structural cache keyed on file content hashes. After the first scan, every subsequent invocation returns pre-built context in milliseconds. The repo doesn't change? The cache doesn't expire.
The cache is not a performance optimization. It is what makes sourcecode usable as infrastructure rather than a one-off tool.
Cache performance — measured on real repos
| Repo | Size | Cold scan | Cache hit | Speedup |
|---|---|---|---|---|
| Keycloak | 7,885 Java files | 10.5s | 0.6s | ~17x |
| BroadleafCommerce | 2,985 Java files | 2.7s | 0.3s | ~9x |
Cache keyed on content hashes — invalidated only when source changes. On repeated agent sessions against the same codebase, nearly every invocation is a cache hit.
Token output (measured):
| Mode | BroadleafCommerce | Keycloak |
|---|---|---|
--compact |
~2,900 | ~4,000 |
--agent |
~4,800 | ~5,500 |
onboard |
~2,600 | n/a |
fix-bug (trimmed) |
~27,000 | ~4,600 |
What changes at 0.3s vs 2.7s
At 2.7s per call, you use sourcecode to occasionally inspect a repo.
At 0.3s per call, you use sourcecode as constant infrastructure inside agent loops:
agent loop iteration:
1. sourcecode . --compact # 0.3s — instant structural context
2. sourcecode impact PaymentService . --depth 1 # 0.4s — blast radius check
3. agent makes targeted change
4. repeat
Sub-second context retrieval changes the cost model for agent workflows. You can call sourcecode before every edit, before every PR review, before every test run — without batching or caching calls manually.
Installation
Homebrew (macOS / Linux)
brew tap haroundominique/sourcecode
brew install sourcecode
pip / pipx
pip install sourcecode
# or with isolation:
pipx install sourcecode
Verify
sourcecode version
# sourcecode 1.35.34
Quickstart
# High-signal summary — warm cache: ~0.3s, cold: 2–10s depending on repo size
sourcecode --compact
# Add git hotspots and uncommitted file count
sourcecode --compact --git-context
# Structured output for AI agents — bounded, noise-free, ready to inject
sourcecode --agent
# Blast radius: what breaks if this class changes?
sourcecode impact OrderService /path/to/repo
# Spring Boot 2→3 migration readiness: javax→jakarta blockers, removed APIs
sourcecode migrate-check /path/to/repo
# Spring semantic audit: TX anomalies + security surface (free)
sourcecode spring-audit /path/to/repo
# Impact chain: systemic blast radius with TX/SEC enrichment (free)
sourcecode impact-chain OrderService /path/to/repo
# Event topology: publisher → event → consumer graph (free)
sourcecode impact-chain OrderPlacedEvent /path/to/repo --type events
# REST endpoint surface
sourcecode endpoints /path/to/repo
# Onboard to an unfamiliar codebase
sourcecode onboard /path/to/repo
# PR review: risk, test gaps, changed modules
sourcecode review-pr /path/to/repo --since main
# Bug triage: risk-ranked files by symptom
sourcecode fix-bug /path/to/repo --symptom "NullPointerException in checkout"
Cache system
sourcecode maintains a persistent cache at .sourcecode-cache/ inside each repository. Two layers:
- L1 (core): analysis result keyed by
(git_sha, analysis_flags). Survives format changes — you can regenerate--compactvs--agentviews from the same core. - L2 (view): rendered output keyed by
(core_hash, view_flags). Exact output match — no recomputation.
Lookup order: L2 exact hit → L1 hit + view rebuild → full cold scan
Cache invalidation: Keyed on git commit SHA. Any commit invalidates the core cache for that repo. Uncommitted changes are not cached.
# Inspect cache state
sourcecode cache status
# Warm the cache ahead of an agent session
sourcecode cache warm
# Clear cache
sourcecode cache clear
# Check RIS freshness relative to current git HEAD
sourcecode cache freshness
--no-cache bypasses both layers and forces a fresh scan. Use in CI or when you need to verify a fresh result.
Visibility: Cache hits are silent. Use sourcecode cache status to see cache size, hit keys, and last-warmed timestamp.
Agent workflow patterns
Start of session — structural grounding
# Inject as first message to agent (bounded, deterministic)
sourcecode /repo --compact # ~2,500–4,000 tokens
sourcecode /repo --agent # ~4,500–5,500 tokens — more detail
sourcecode onboard /repo # task-structured: entry points, key files, gaps
Before every change — blast radius + TX/SEC check
# Always target the INTERFACE in Spring projects, not the implementation:
sourcecode impact OrderService /repo # ✓ 30 callers, 11 endpoints
sourcecode impact OrderServiceImpl /repo # ✗ 0 callers (Spring DI blindness)
# Impact chain: blast radius enriched with TX boundary and security surfaces
sourcecode impact-chain OrderService /repo
# Event topology: who publishes/consumes this event, and in what TX phase?
sourcecode impact-chain OrderPlacedEvent /repo --type events
# Spring audit: catch TX anomalies before they hit production
sourcecode spring-audit /repo --scope tx
Continuous agent loop — delta context
# Only changed files + their transitive importers — minimal token cost:
sourcecode prepare-context delta /repo --since HEAD~1
sourcecode . --changed-only --git-context
PR review — structured risk signal
# JSON for programmatic use:
sourcecode review-pr /repo --since main --output review.json
jq '.ci_decision' review.json # "analysis_success" | "git_ref_error"
# Markdown for GitHub comment:
sourcecode review-pr /repo --since main --format github-comment
Bug triage — symptom-driven
# Specific symptoms produce the best signal:
sourcecode fix-bug /repo --symptom "OIDC token refresh fails after realm update"
sourcecode fix-bug /repo --symptom "NullPointerException in OrderService during checkout"
# Generic symptoms produce noisy output — be specific.
sourcecode fix-bug /repo --symptom "payment timeout" --output triage.json
In CI — cached, deterministic, fast
# Content-hash cached — safe to run on every commit; cold only when code changes
sourcecode /repo --compact --output context.json
# PR gate
sourcecode review-pr /repo --since $BASE_REF --output review.json
DECISION=$(jq -r '.ci_decision' review.json)
if [ "$DECISION" != "analysis_success" ]; then echo "Review failed: $DECISION"; fi
What sourcecode does (and doesn't)
sourcecode reduces exploration cost. It accelerates context acquisition and minimizes repeated repo parsing. It does not replace reading code — it reduces how often an agent needs to.
Specifically:
- Extracts structural signals: entry points, Spring roles, REST surfaces, dependency graphs, transactional boundaries
- Builds and caches these on first scan; serves from cache on subsequent calls
- Produces bounded, noise-free JSON designed for direct injection into agent context windows
- Computes blast radius (impact graph) from a class or interface, traversing reverse dependencies
What it does NOT do:
- No runtime analysis — all signals are static (annotation, import graph, file structure)
- No semantic code understanding — reads structure, not logic
- No replacement for reading code — reduces how often that's needed, not whether
- Architecture pattern detection best for Spring MVC layered apps; SPI/plugin architectures (e.g. Quarkus extension model) may be misclassified
- Endpoint recall for JAX-RS subresource locator pattern is ~65%
impacton implementation classes (e.g.OrderServiceImpl) returns 0 callers in Spring Boot — callers inject the interface via@Autowired. Always target the interface. Whendirect_callers: []withconfidence_level: highfor a@Serviceclass, re-query the interface.no_security_signalon endpoints means no method-level annotations found — does not mean the endpoint is unsecured. Projects using Spring Security filter chains show 100%no_security_signaleven when fully secured.spring-auditandimpact-chainare Java/Spring only — non-Java repos returnspring_detected: false- Event topology via
--type eventsdoes not resolve Kafka/RabbitMQ/Redis message routes — only Spring ApplicationEvent and@EventListenerchains - Self-invocation TX bypass (calling
@Transactionalmethod from the same class without going through the proxy) is not detected
Command reference
--compact and --agent
Core flags. Feed directly to AI agents as first-message context.
| Flag | Output | Tokens |
|---|---|---|
--compact |
High-signal summary: stacks, entry points, dependencies, confidence, gaps | ~2,500–4,000 |
--agent |
Structured JSON: identity, entry points, architecture, event flows | ~4,500–5,500 |
impact — blast-radius analysis
sourcecode impact ClassName /path/to/repo
sourcecode impact org.example.OrderService /path/to/repo # FQN also accepted
sourcecode impact OrderService . --depth 2 # limit BFS depth
| Field | Description |
|---|---|
direct_callers |
Classes that directly import or inject the target |
indirect_callers |
Transitive callers up to --depth (default: 4) |
endpoints_affected |
HTTP endpoints whose call chain includes the target |
transactional_boundaries_touched |
@Transactional classes in the blast cone |
mappers_affected |
@Repository / @Mapper / DAO classes in the blast cone |
security_surface_affected |
Security policies on affected endpoints |
cross_module_impact |
Subsystems touched, ordered by affected symbol count |
risk_score |
0–100 quantified change risk |
confidence_score |
0–1 confidence in the analysis |
explanation |
Human-readable risk summary |
candidates |
On partial match: up to 10 FQNs ranked by relevance |
Best practices:
- Target interfaces, not implementations:
impact OrderService>impact OrderServiceImpl - Use
--depth 1when target has 200+ callers — direct endpoints are already the most actionable signal - Second
impactrun on the same repo is significantly faster (cache applies to underlying IR scan)
endpoints — REST API surface
sourcecode endpoints /path/to/repo
sourcecode endpoints /path/to/repo --output endpoints.json
Extracts all Spring MVC (@GetMapping, @PostMapping, @RequestMapping, etc.) and JAX-RS (@GET, @POST, @Path) endpoint methods. Returns HTTP method, path, controller class, and handler method.
spring-audit — Spring semantic audit [free]
sourcecode spring-audit /path/to/repo
sourcecode spring-audit /path/to/repo --scope tx # TX anomalies only
sourcecode spring-audit /path/to/repo --scope security # security surface only
sourcecode spring-audit /path/to/repo --min-severity high
# CI/CD gate: exit 1 on any finding
sourcecode spring-audit . --ci
sourcecode spring-audit . --ci --min-severity high # exit 1 only on high/critical
sourcecode spring-audit . --ci --format github-comment # Markdown output + exit 1
Detects structural Spring anomalies that survive code review and tests, but cause production failures:
| Pattern | Description |
|---|---|
TX-001 |
@Transactional on private/final method — CGLIB proxy bypass, TX silently ignored |
TX-002 |
REQUIRES_NEW nested inside REQUIRED call chain — unexpected transaction nesting |
TX-003 |
readOnly=true boundary propagating to write operation |
TX-004 |
NOT_SUPPORTED/NEVER called within active TX chain |
TX-005 |
Exception swallowing inside @Transactional — silent TX rollback suppression |
SEC-001 |
Unsecured endpoint in annotation-based security model |
SEC-002 |
CVE-2025-41248: @PreAuthorize on inherited method from generic supertype |
SEC-003 |
@Transactional on @Controller/@RestController — TX in wrong layer |
Returns structured findings with severity, confidence, symbol, source_file, evidence, explanation, and fix_hint. JAVA/SPRING ONLY.
impact-chain — systemic blast radius with TX/SEC enrichment [free]
sourcecode impact-chain OrderService /path/to/repo
sourcecode impact-chain com.example.OrderService#placeOrder /path/to/repo
sourcecode impact-chain PaymentService . --depth 6
Unlike impact (which traces the caller graph), impact-chain builds on the SpringSemanticModel to enrich every step of the blast cone with transaction and security context:
| Field | Description |
|---|---|
direct_callers |
Symbols that directly call the target |
indirect_callers |
Transitive callers (BFS up to --depth hops, default: 4) |
endpoints_affected |
HTTP endpoints reachable through the call chain |
transaction_boundary |
@Transactional semantics on the target: propagation, isolation, readOnly |
security_surfaces |
Per-endpoint security policy + SEC finding IDs |
impact_findings |
TX-001..005 and SEC-001..003 findings that touch the call chain |
risk_level |
critical | high | medium | low |
Event topology — query the publisher/consumer graph for a Spring event class:
sourcecode impact-chain OrderPlacedEvent /path/to/repo --type events
| Field | Description |
|---|---|
publishers |
FQNs that publish this event class |
consumers |
Listeners with TX phase metadata (AFTER_COMMIT, BEFORE_COMMIT, etc.) |
event_graph |
Publisher → event → consumer edges (BFS ≤ 2 hops) |
transaction_context |
AFTER_COMMIT consumers, BEFORE_COMMIT risks |
risk_level |
Derived from TX phase and consumer count |
Limitations of event topology:
- Resolves Spring
ApplicationEvent/@EventListenerchains only - Does not trace Kafka, RabbitMQ, Redis, or other message brokers
- Does not detect self-invocation proxy bypass
- Conditional beans (
@ConditionalOnProperty) are not evaluated at analysis time
cold-start — RIS bootstrap context
sourcecode cold-start /path/to/repo
sourcecode cold-start /path/to/repo --compact # ~10K token subset
Returns the Repository Intelligence Snapshot (RIS) instantly — zero re-analysis. The RIS is built by a prior warm cache pass and includes stacks, entry points, endpoint surface, and Spring semantic signals. Status field: cold_start_ready | cold_start_stale | no_ris.
Use --compact to get a ~10K token subset safe for direct LLM injection. Full snapshot ranges from ~100K–200K tokens on medium repos — use --output FILE for local search tooling.
repo-ir — symbol-level IR
sourcecode repo-ir /path/to/repo --summary-only # ~20K tokens
sourcecode repo-ir /path/to/repo --since HEAD~1 # symbol-level diff
sourcecode repo-ir /path/to/repo --files src/.../OrderService.java
sourcecode repo-ir /path/to/repo --max-nodes 200 --max-edges 500 # limit graph size
sourcecode repo-ir /path/to/repo --output ir.json.gz --gzip # compressed output (~70-80% smaller)
sourcecode repo-ir /path/to/repo --include-tests # include test files
Builds a deterministic symbol graph: classes, methods, import/injection edges, Spring roles, subsystems.
Size control flags:
| Flag | Description |
|---|---|
--summary-only |
Omit full graph nodes/edges; keep analysis summary, impact, and change_set (<300KB typical) |
--max-nodes N |
Keep top N nodes by impact score |
--max-edges N |
Keep top N edges (priority: edges between kept nodes) |
--gzip |
Compress output with gzip. Requires --output. ~70–80% smaller. |
--force |
Bypass the 50K-token size guard and emit output anyway |
--include-tests |
Include test source files (excluded by default) |
Size warning: Without --summary-only, output can exceed 1MB for mid-size repos. Always use --summary-only unless you need the full graph for downstream tooling.
explain — architectural summary for a class
sourcecode explain UserService
sourcecode explain OrderController /path/to/repo
sourcecode explain UserService --format json
Human-readable architectural summary derived entirely from static analysis: Spring stereotype, public methods, incoming callers, outgoing dependencies, events published/consumed, @Transactional boundaries, security constraints, and related REST endpoints. JAVA/SPRING ONLY.
pr-impact — PR blast-radius report
sourcecode pr-impact --files changed_files.txt
sourcecode pr-impact /path/to/repo --files diff.txt --format json
Takes a file listing changed Java files (one path per line) and produces a consolidated report: modified classes, affected REST endpoints reachable through the call chain, direct callers of each changed class, event publishers/consumers triggered, @Transactional methods in changed classes, and a consolidated risk level (CRITICAL / HIGH / MEDIUM / LOW). JAVA/SPRING ONLY.
# Typical CI usage: pipe git diff to a file, then run
git diff --name-only main | grep '\.java$' > changed.txt
sourcecode pr-impact . --files changed.txt --format json
onboard — codebase orientation
sourcecode onboard /path/to/repo
Entry points, architecture summary, key files, confidence level, and gaps. Designed to be injected as agent context at the start of a session.
review-pr — [Pro] PR review context
sourcecode review-pr /path/to/repo --since main
sourcecode review-pr /path/to/repo --since HEAD~3
Changed files, risk ranking, test coverage gaps, affected modules, and blast radius of changed classes. Returns a ci_decision field for CI/CD integration.
fix-bug — [Pro] Bug triage context
sourcecode fix-bug /path/to/repo --symptom "NullPointerException in checkout"
Risk-ranked file list correlated to the symptom: keyword extraction, path matching, content matching, git commit correlation.
modernize — [Pro] Modernization planning
sourcecode modernize /path/to/repo
High-coupling nodes (high fan-in = risky to change), dead zone candidates (isolated symbols), subsystem tangles.
migrate-check — Spring Boot 2→3 migration readiness
sourcecode migrate-check /path/to/repo
sourcecode migrate-check . --min-severity high
sourcecode migrate-check . --format text
sourcecode migrate-check . --output migration.json
Detects migration blockers across Java source files, Spring XML config files, and Maven/Gradle build files. 27 rules organized by target:
Jakarta namespace (MIG-001..009) — javax→jakarta
| Rule | Severity | Pattern |
|---|---|---|
MIG-001 |
critical | javax.persistence import — JPA will not compile |
MIG-002 |
high | javax.servlet import — Servlet API changed |
MIG-003 |
high | javax.validation import — Bean Validation changed |
MIG-004 |
high | javax.transaction import — TX API changed |
MIG-006 |
medium | javax.annotation import — CDI annotations changed |
MIG-007 |
medium | javax.inject import — DI annotations changed |
MIG-008 |
medium | javax.ws.rs import — JAX-RS changed |
MIG-009 |
medium | javax.jms import — JMS API changed |
Spring Security 6 (MIG-005, MIG-019, MIG-020)
| Rule | Severity | Pattern |
|---|---|---|
MIG-005 |
high | extends WebSecurityConfigurerAdapter — removed in Spring Security 6 |
MIG-019 |
high | SpringFox / @EnableSwagger2 — incompatible with Spring Boot 3 |
MIG-020 |
high | antMatchers() / authorizeRequests() — replaced in Spring Security 6 |
Java version compatibility (MIG-010..025)
| Rule | Severity | Pattern |
|---|---|---|
MIG-010 |
critical | SecurityManager / AccessController — removed in Java 17 (JEP 411) |
MIG-011 |
high | sun.* / com.sun.net.* internal API imports — strong encapsulation since Java 9 |
MIG-012 |
high | Nashorn ScriptEngine — removed in Java 15 |
MIG-013 |
high | sun.misc.Unsafe — requires --add-opens on Java 9+ |
MIG-014 |
medium | setAccessible(true) — may throw InaccessibleObjectException on Java 17+ |
MIG-015 |
medium | finalize() override — deprecated for removal since Java 18 |
MIG-016 |
low | java.util.Date / Calendar / SimpleDateFormat — use java.time |
MIG-021 |
high | javax.xml.bind (JAXB) — removed from JDK in Java 11 |
MIG-022 |
high | javax.xml.ws (JAX-WS) — removed from JDK in Java 11 |
MIG-023 |
critical | org.omg.* / CORBA APIs — removed from JDK in Java 11 |
MIG-024 |
medium | Thread.stop() / Thread.suspend() / Thread.resume() — deprecated for removal |
MIG-025 |
medium | ReflectionFactory / MethodHandles.privateLookupIn — JPMS deep-reflection risk |
Spring XML config (MIG-030..032)
| Rule | Severity | Pattern |
|---|---|---|
MIG-030 |
high | javax.* class reference in Spring XML bean definitions |
MIG-031 |
high | <http auto-config> or versioned spring-security ≤5 schema in XML |
MIG-032 |
high | web.xml with Servlet ≤4 namespace — must migrate to jakarta.ee |
Build file dependencies (MIG-040..043)
| Rule | Severity | Pattern |
|---|---|---|
MIG-040 |
high | io.springfox dependency — incompatible with Spring Boot 3 |
MIG-041 |
high | Hibernate 5.x explicitly pinned — Spring Boot 3 requires Hibernate 6 |
MIG-042 |
medium | ByteBuddy < 1.12.x — may not support Java 17+ strong encapsulation |
MIG-043 |
high | EhCache 2.x (net.sf.ehcache) — incompatible with Spring Boot 3 |
Each finding includes severity, title, source_file, first_line, explanation, fix_hint, migration_target, and openrewrite_recipe (when an automated recipe exists).
rename-class — Java class rename
sourcecode rename-class . --from ServiceA --to ServiceB
sourcecode rename-class /path/to/repo --from OrderManager --to OrderService
sourcecode rename-class . --from OldName --to NewName --dry-run
sourcecode rename-class . --from OldName --to NewName --no-tests # src/main only
Renames a Java class safely throughout the repository: declaration, constructor, all import statements, type references (fields, params, return types), extends/implements, generics, casts, and Spring @Qualifier names. Renames the physical .java file. Emits a structured change audit trail (file, before_lines, after_lines, intent, diff).
Use --dry-run to preview changes without writing to disk.
chunk-file — split large Java files for agent consumption
sourcecode chunk-file BigService.java
sourcecode chunk-file BigService.java --max-lines 300
sourcecode chunk-file BigService.java --chunk 5 # read chunk 5 only
sourcecode chunk-file BigService.java --metadata-only # boundaries only, no content
Splits a large Java file at method/class boundaries so AI agents can read files with 10K–25K+ lines in context-sized pieces. Each chunk includes chunk_id, start_line, end_line, chunk_type, symbol name, a context_header (package + class + imports summary), and content. A size_warning flag marks methods that exceed --max-lines and cannot be split further.
prepare-context — task-specific context
Low-level access to all tasks with full options:
sourcecode prepare-context TASK [PATH] [OPTIONS]
| Task | What it surfaces |
|---|---|
explain |
Architecture, entry points, key dependencies |
onboard |
Full structural context for new agents/developers |
fix-bug |
Files ranked by symptom correlation, risk, annotations |
refactor |
Structural issues, improvement opportunities |
generate-tests |
Source files without test pairs, coverage gap analysis |
review-pr |
PR diff with risk ranking, test gaps, module impact |
delta |
Incremental context: git-changed files + transitive import graph |
Flags reference
| Flag | Alias | Default | Description |
|---|---|---|---|
--compact |
off | High-signal summary (typically 2,500–4,000 tokens for mid-to-large Java repos): stacks, entry points, dependencies, confidence, gaps. | |
--agent |
off | Structured JSON for AI agents: project identity, entry points, architecture, dependencies, confidence. ~4,500–5,500 tokens. | |
--full |
off | Remove truncation limits on transactional_boundaries, mybatis.dto_mappers, and other capped lists. |
|
--git-context |
-g |
off | Include git activity: recent commits, change hotspots, and uncommitted file count. |
--changed-only |
off | Limit output to git-modified files (staged, unstaged, untracked). | |
--depth |
4 |
File tree traversal depth (1–20). Java/Maven projects auto-adjust to 12. | |
--format |
-f |
json |
Output format: json or yaml. |
--output |
-o |
stdout | Write output to a file instead of stdout. |
--no-cache |
off | Bypass scan cache and force a fresh analysis. | |
--copy |
-c |
off | Copy output to clipboard after a successful run. |
--no-redact |
off | Disable automatic secret redaction. | |
--version |
-v |
— | Show version and exit. |
Output schema
All outputs include:
schema_version: output format versionconfidence_summary:overall,stack,entry_pointsconfidence levels (high/medium/low)analysis_gaps: list of what could not be analyzed and why
Java/Spring-specific fields (when detected)
| Field | Description |
|---|---|
language_version |
Java version from maven.compiler.source or equivalent |
deployment.spring_boot_version |
Spring Boot version |
deployment.packaging |
jar or war |
mybatis |
Mapper interface / XML file pairing summary |
transactional_boundaries |
Classes annotated with @Transactional |
deployment_risks |
Static risk flags: spring-boot-2.x-eol, legacy-java-runtime |
Telemetry
Anonymous, opt-in. Collects: version, OS, commands, flags, duration, repo size range, errors. No source code, paths, secrets, or output content.
sourcecode telemetry status
sourcecode telemetry enable
sourcecode telemetry disable
Or: export SOURCECODE_TELEMETRY=0
Configuration
sourcecode config # show version, config file path, telemetry status
Project details
Release history Release notifications | RSS feed
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