io.github.kyrylopr/lenspr

Official

by kyrylopr · Python

Stop vibecoding blind. Code graph so your AI stops breaking things across your codebase.

Visualize codebase structure to help AI avoid breaking changes across files.

Topics

astclaudecode-analysisdeveloper-toolsgraphllmmcppythonrefactoring

README.md6 KBView on GitHub

<img src="assets/LensPR.png" alt="LensPR" width="200"> Code intelligence for AI coding agents. Your AI sees dependencies before making changes.

Alpha (0.1.x) — works on real projects, used daily by the author. Expect rough edges.

AI assistants edit your code one file at a time. They don't see dependencies. They grep, read, guess — and break things three files away.

LensPR builds a dependency graph of your codebase and gives your AI structural understanding before it changes anything.

Quick Start

Requires Python 3.11+, macOS or Linux. For TypeScript/JS projects, also Node.js 18+.

bash

pip install 'lenspr[all]'
lenspr init .
lenspr setup .

Restart your IDE. Done. Your AI now has lens_* tools.

Add .lens/ to your .gitignore — the graph is local and rebuilt from source.

What It Does

"What depends on this function?"

One call returns source code, who calls it, what it calls, and related tests:

code

> lens_context("auth.login_handler")

source: 42 lines
callers: auth_routes.create_routes, test_auth.test_login_success
callees: db.get_user, crypto.verify_password, jwt.create_token
tests: test_login_success, test_login_wrong_password

Without LensPR your AI makes 5-7 grep/read calls and still misses things. With LensPR — one call, full picture.

"What breaks if I change this?"

Before any modification, the AI sees the blast radius:

code

> lens_check_impact("models.User")

severity: CRITICAL
direct_dependents: 15
indirect_dependents: 23
affected_modules: auth, payments, notifications
tests_covering: 3

The AI warns you, changes its approach, or asks for confirmation. No more blind edits.

"How healthy is this codebase?"

code

> lens_vibecheck()

score: 86/100 (B)
  test_coverage:    17/25 — 67% functions tested
  dead_code:        20/20 — 0% dead code
  circular_imports: 15/15 — 0 cycles
  architecture:     12/15 — 1 violation
  documentation:     8/10 — 81% documented
  graph_confidence: 14/15 — 94% edges resolved

Track whether the codebase is improving or degrading over time.

Cross-language visibility

LensPR connects frontend and backend into a single graph:

code

LoginModal.tsx → fetch("/api/auth/login")
                        ↓ CALLS_API
Backend:  @router.post("/login") → login_handler()
            → db.query(User)        [reads: users]
            → verify_password()
            → create_jwt_token()

Also tracks: database tables, Docker services, env vars, CI/CD workflows, SQL migrations.

Works With

IDE	Setup
Claude Code	`lenspr setup .` — automatic
Cursor	Copy `.mcp.json` to `.cursor/mcp.json`
Any MCP client	`lenspr serve <path>`

Languages: Python (95%+ resolution via Jedi/Pyright) and TypeScript/JavaScript (85-95% via tree-sitter + TS Compiler API).

Infrastructure: .sql files, Dockerfiles, docker-compose.yml, GitHub Actions workflows, .env files — all parsed into the same graph.

Everything runs locally. Your code never leaves your machine.

Key Features


Impact Analysis	Severity (LOW → CRITICAL) before any change
One-Call Context	Source + callers + callees + tests in one request
Cross-Language	Frontend HTTP → backend routes, DB tables, Docker, env vars, CI/CD
Surgical Edits	Targeted find/replace within a function — no full file rewrites
Dead Code	Find unreachable functions (Django, FastAPI, Celery entry points)
Architecture Rules	Enforce layer boundaries — violations warn before changes apply
Git per Function	Blame, history, commit scope at function level
Session Memory	AI picks up where it left off across context resets
Auto-Sync	File watcher updates graph on every save
Health Score	0-100 score across 6 dimensions — track quality over time

60+ tools organized in 12 groups — enable only what you need with lenspr tools.

<details> <summary>All tools by category</summary>

Navigation & Search (8): lens_context, lens_get_node, lens_search, lens_grep, lens_find_usages, lens_get_structure, lens_list_nodes, lens_get_connections

Modification (6): lens_update_node, lens_patch_node, lens_add_node, lens_delete_node, lens_rename, lens_batch

Analysis (6): lens_check_impact, lens_validate_change, lens_health, lens_dead_code, lens_dependencies, lens_diff

Quality (7): lens_vibecheck, lens_nfr_check, lens_test_coverage, lens_security_scan, lens_dep_audit, lens_fix_plan, lens_generate_test_skeleton

Architecture (9): lens_arch_rule_add, lens_arch_rule_list, lens_arch_rule_delete, lens_arch_check, lens_class_metrics, lens_project_metrics, lens_largest_classes, lens_compare_classes, lens_components

Git (4): lens_blame, lens_node_history, lens_commit_scope, lens_recent_changes

Infrastructure (5): lens_api_map, lens_db_map, lens_env_map, lens_ffi_map, lens_infra_map

Testing & Tracing (3): lens_run_tests, lens_trace, lens_trace_stats

Annotations (5): lens_annotate, lens_save_annotation, lens_batch_save_annotations, lens_annotate_batch, lens_annotation_stats

Session (4): lens_session_write, lens_session_read, lens_session_handoff, lens_resume

Temporal (2): lens_hotspots, lens_node_timeline

Explanation (1): lens_explain

</details>

Known Limitations

Windows — not supported. macOS and Linux only.
self.method() calls — static parser can't fully resolve instance method dispatch. Workaround: lens_trace (Python 3.12+) resolves these at runtime.
Go, Rust, Java — not yet supported. Parser interface is ready for contributors.
Dynamic code — getattr, eval, dynamic imports can't be tracked statically.

Contributing

Try it. If it breaks, tell me.

Bug reports — even "this doesn't work" is helpful
Language parsers — Go, Rust, Java (BaseParser interface is ready)
Ideas — open an issue

License

MIT

Built because AI kept breaking my code.

Install

claude_desktop_config.json

{
  "mcpServers": {
    "lenspr": {
      "command": "uvx",
      "args": [
        "lenspr"
      ]
    }
  }
}