This is impact analysis built for AI coding assistants. It exposes tools that answer "what breaks if I change this?" by tracking dependencies across functions, files, and even repositories. The core impact() call shows you every caller, cross-project references, affected test files, and blast radius before you rename or refactor anything. It also surfaces API dependencies between backend routes and frontend calls, runs code health audits with complexity scoring, and includes AST-based taint analysis that tracks untrusted data flows from request inputs to SQL queries or eval() calls. Setup runs one command that indexes your codebase, configures your MCP client, and writes a CLAUDE.md with usage examples. Works entirely locally with zero external dependencies.
Know what breaks before you change it.
MCP server that gives AI assistants impact analysis, cross-project reference tracking, and code health scoring.
Zero dependencies. Pure Python. 100% local.
You: "Rename validateOrder to validate_order"
AI: *renames the function*
*greps for "validateOrder"*
*finds 3 matches in the same project*
*misses 4 callers in the frontend repo*
*misses the API endpoint that routes to it*
*pushes broken code*
You: "Rename validateOrder to validate_order"
AI: → impact(target="validateOrder", change_type="rename")
⚠️ 7 call sites across 3 projects:
backend/checkout.py:42 — calls validateOrder()
backend/api/orders.py:18 — imports validateOrder
frontend/Cart.vue:55 — calls via useCheckout()
frontend/QuickBuy.vue:23 — calls via useCheckout()
mobile/OrderScreen.tsx:67 — API call to /api/validate
tests/test_orders.py:12 — unit test
tests/test_api.py:88 — integration test
Risk: HIGH — 3 projects affected
Test file: tests/test_orders.py
Cross-project: 2 other repos affected
*renames all 7 call sites, updates tests, pushes clean code*
That's the difference. grep finds text. This finds dependencies.
pip install flyto-indexer
flyto-index setup .
That's it. One command does everything:
CLAUDE.md with tool usage instructions~/.claude/settings.json)Restart Claude Code and start using it. Works with any MCP client — Claude Code, Cursor, Windsurf, etc.
Use flyto-index verify as the default gate before an AI agent finishes a code
change. It runs the local indexer, validates graph integrity, checks context and
impact loops, verifies CI/package/MCP runtime/working-tree closure, and runs the
built-in weak scanners without Semgrep, Checkov, or network access.
flyto-index scan . --full
flyto-index verify . --strict
flyto-index verify-workspace /Users/chester/flytohub --project flyto-code --project flyto-engine --project flyto-indexer
flyto-index verify . --save-baseline .flyto-baselines/flyto-indexer.json --json
flyto-index verify . --baseline .flyto-baselines/flyto-indexer.json --regression-only
flyto-index verify-workspace . --changed-only --base origin/main
flyto-index verify . --report verify.sarif --report-format sarif
flyto-index verify-baseline compare . --baseline .flyto-baselines/flyto-indexer.json
flyto-index flyto2-product-gate /Users/chester/flytohub --health-report config/flyto2/health-baseline-2026-06-21.json
flyto-index flyto2-memory-bootstrap /Users/chester/flytohub --apply
flyto-index impact MySharedSymbol --path .
flyto-index context --path . --query "auth routes query keys"
flyto-index secrets . --json
flyto-index taint . --json --max-results 100
For CI, use verify --strict to fail on incomplete graph closure, unresolved
impact references, high-risk secret findings, high-risk taint flows, missing
agent instructions, incomplete CI gates, generated/high-risk changed files,
runtime dependency drift, package manifest drift, suspicious baselines, or MCP
tool/runtime drift. Use --baseline with --regression-only when a project has
known warnings but new AI-generated regressions must still be blocked.
Use flyto2-product-gate for the Flyto2 workspace release gate. It validates
the five product lines, repo classification, project memory, and health targets
before a release can be considered production-ready.
Use flyto2-memory-bootstrap to create missing project-memory, workflow, and
handoff files from the same manifest without overwriting existing files.
Project-specific verify budgets live in .flyto-rules.yaml under verify:.
This stays stdlib-only; the verifier reads a small no-dependency subset:
verify:
allow_warn: [docs_coverage]
warn_as_fail: [agent_hygiene, generated_index_ignore, mcp_registry]
min_docs_score: 60
If your MCP client doesn't use ~/.claude/settings.json, add this to your MCP config:
{
"mcpServers": {
"flyto-indexer": {
"command": "python3",
"args": ["-m", "flyto_indexer.mcp_server"]
}
}
}
Then scan and set up CLAUDE.md separately:
flyto-index scan .
flyto-index setup-claude .
git clone https://github.com/flytohub/flyto-indexer.git
cd flyto-indexer && pip install -e .
flyto-index setup .
flyto-index setup . --remove
pip uninstall flyto-indexer
Every tool an AI already has (grep, file read, glob) finds text. None of them answer "what depends on this?"
One call gives you everything — references, blast radius, cross-project impact, and test files:
→ impact(target="useAuth")
References: 12 across 4 projects
flyto-cloud: LoginPage.vue, RegisterPage.vue, AuthGuard.ts, api.ts
flyto-pro: vscode_agent/tools.py, middleware/auth.py
flyto-vscode: ChatHandler.ts, AuthProvider.ts
flyto-core: modules/auth/login.py
Risk: HIGH — shared across 4 projects
Cross-project: 3 other repos affected
Test file: tests/test_auth.py
Works with uncommitted changes too:
→ impact(mode="unstaged")
3 symbols affected by your changes:
validate_order — 5 callers, test: tests/test_orders.py
OrderSchema — used in 2 API endpoints
format_receipt — no callers (safe)
Python backend endpoints automatically linked to TypeScript/Vue frontend callers:
→ structure(focus="apis")
POST /api/checkout
Defined in: backend/routes/order.py (create_order)
Called by: frontend/Cart.vue, frontend/api/orders.ts
Call count: 4
Detects FastAPI, Flask, Starlette decorators + fetch(), axios, $http calls.
One call audits everything — auto-expands weak dimensions with detailed findings:
→ audit()
Health: 74/100 (C)
⚠️ Security (60/100) — auto-expanded:
2 critical: hardcoded API keys in config.py, settings.py
1 high: SQL string concatenation in query.py
⚠️ Complexity (65/100) — auto-expanded:
process_data() — 87 lines, depth=6 → extract sub-functions
✓ Dead code (90/100) — passing
✓ Documentation (85/100) — passing
Git hotspots: order.py (42 commits, complexity=8.5)
Refactoring suggestions:
[high] process_data() → extract sub-functions
[medium] dead_fn() — unreferenced, 45 lines → safe to remove
AST-based engine that tracks how untrusted data flows from sources to dangerous sinks. Unlike regex pattern matching, it follows variables through assignments, f-strings, and function calls — with sanitizer awareness to eliminate false positives.
→ audit(focus="security")
Taint flows detected:
[high] src/api/users.py:42
SQL injection: request.args.get('id') → cursor.execute(query)
Flow: request.args.get('id') → user_id → query (f-string) → cursor.execute()
Fix: Use parameterized query: cursor.execute(sql, params)
[critical] src/api/admin.py:18
RCE: request.form.get('code') → eval(code)
Fix: Never eval() user-controlled strings
int(), html.escape(), shlex.quote(), parameterized queries all break the taint chain.flyto-rules.yaml under taint: (merged on top of built-in defaults; taint_rules.yaml is also still honored for backward compat)# .flyto-rules.yaml
taint:
sources:
- pattern: "ctx.payload"
language: python
taint_type: user_input
sinks:
- pattern: "dangerousEval("
vuln_type: rce
severity: critical
recommendation: "Use sandbox runner"
sanitizers:
- pattern: "safe_html("
cleanses: ["xss"]
flyto-index add-taint-source . --pattern "ctx.payload" --taint-type user_input
flyto-index add-taint-sink . --pattern "dangerousEval(" --vuln-type rce --severity critical
flyto-index list-taint-rules .
.flyto-rules.yaml — structured, versionable project conventions that audit enforces automatically.
# .flyto-rules.yaml
architecture:
- rule: "i18n files must be in flyto-i18n/"
glob_deny: ["flyto-cloud/**/*.locale.json"]
style:
- rule: "Frontend does no data processing"
grep_deny: [{ pattern: '\breduce\s*\(', glob: "*.vue" }]
conventions:
- rule: "Commit messages in English"
When you correct the AI ("don't put i18n files there"), it auto-writes a verifiable rule — so the mistake never happens again, for any AI, any tool:
User corrects AI → add_rule() writes .flyto-rules.yaml → audit checks compliance
glob_deny — files in wrong locationsgrep_deny — forbidden code patterns in specific file typesconventions — text-only guidance (no automated check)Declarative layer membership + import constraints. The indexer walks the import
graph (Python / TS / JS / Vue / Go) and flags every edge that crosses a forbidden
boundary. No plugin, no runtime — just .flyto-rules.yaml and audit.
layers:
- name: ui
paths: ["src/pages/**", "src/components/**"]
can_import: [lib, hooks, types]
reason: "UI is the top layer"
- name: lib
paths: ["src/lib/**"]
cannot_import: [ui]
reason: "lib must be UI-agnostic"
- name: db
paths: ["src/db/**"]
can_import: [types]
cross_imports_deny:
- from: "src/features/a/**"
to: "src/features/b/**"
reason: "features must not cross-import — use shared/"
flyto-index layers . # human-readable report
flyto-index layers . --json --fail-on-violation # CI gate (exits non-zero)
flyto-index add-layer --name ui --paths "src/ui/**" --cannot-import db
can_import — whitelist (only these layers + self allowed)cannot_import — blacklist (overrides the whitelist)tsconfig.json paths and Go module paths from go.mod are resolved automaticallyaudit picks up layer violations with no extra flagScores risk across 6 dimensions and generates an execution plan:
→ task(action="plan", description="Rename validateOrder to validate_order", intent="refactor")
Dimensions:
blast_radius: HIGH (8.0) — 7 callers across 3 projects
breaking_risk: HIGH (7.0) — public API, used by external consumers
test_risk: MEDIUM (5.0) — 2/7 callers have test coverage
cross_coupling: HIGH (8.0) — referenced in 3 projects
complexity: LOW (2.0) — straightforward rename
rollback_difficulty: MEDIUM (5.0) — multi-project change
Execution Plan:
1. scope_callers → find_references("validateOrder")
2. verify_test_coverage → find_test_file("checkout.py")
3. check_cross_project → cross_project_impact("validateOrder")
4. ⛔ gate_before_plan → task_gate_check(phase="plan")
5. preview_changes → edit_impact_preview("validateOrder", "rename")
6. ⛔ gate_before_apply → task_gate_check(phase="apply")
Each step has pre-filled arguments — AI follows the data structure, not prompts. Server-side enforcement blocks skipping gates.
5 smart tools. Each one auto-enriches results with related data — no need to pick between dozens of granular tools.
| Tool | What it answers | Auto-enrichment |
|---|---|---|
search | "Find code by name or description" | Merges BM25 + semantic search, attaches callers and file context |
impact | "What breaks if I change this?" | References + blast radius + cross-project + test files in one call |
audit | "How healthy is this project?" | Health score (0-100), auto-expands weak dimensions, taint analysis, rules compliance |
task | "Plan, gate-check, or validate changes" | Risk scoring, execution plans, linter + tests |
structure | "Show me the project layout" | Projects, APIs, dependencies, type contracts |
search replaces: search_code, semantic_search, fulltext_search, get_file_info, get_file_symbols, get_symbol_content, get_file_context
impact replaces: find_references, impact_analysis, batch_impact_analysis, edit_impact_preview, cross_project_impact, impact_from_diff
audit replaces: code_health_score, security_scan, taint_analysis, rules_check, find_dead_code, find_complex_functions, find_duplicates, suggest_refactoring, find_stale_files, find_todos, coverage_gaps
task replaces: analyze_task, task_gate_check, validate_changes
structure replaces: list_projects, list_apis, list_categories, dependency_graph, check_api_contracts, contract_drift, extract_type_schema
All legacy tools remain available in dispatch for backward compatibility and execution plan steps.
| Language | Parser | Extracts |
|---|---|---|
| Python | AST | Functions, classes, methods, decorators, API routes |
| TypeScript/JS | Custom | Functions, classes, interfaces, types, API calls |
| Vue | SFC | Components, composables, emits, props |
| Go | Custom | Functions, structs, methods, interfaces, embeddings, type aliases, const/var, impl tracking |
| Rust | Custom | Functions, structs, impl blocks, traits |
| Java | Custom | Classes, methods, interfaces, annotations |
flyto-index scan .
.flyto-index/
├── index.json # Symbols + dependency graph + reverse index
├── content.jsonl # Source code (lazy-loaded)
├── bm25.json # BM25 keyword search index
├── semantic.json # TF-IDF + learned ConceptGraph (v2.2+)
└── manifest.json # Change tracking
# Fail the PR if changes affect too many call sites
- run: pip install flyto-indexer
- run: flyto-index verify . --full-scan --strict
- run: flyto-index check . --threshold medium --base main
flyto-index setup . # One command: scan + CLAUDE.md + MCP config
flyto-index scan . # Index (or re-index)
flyto-index impact useAuth --path . # Impact analysis
flyto-index check . --threshold medium # CI gate
flyto-index demo . # 30-second demo
flyto-index install-hook . # Auto-reindex on commit
flyto-index setup . --remove # Uninstall
100% local. No code is sent anywhere. Delete .flyto-index/ to clean up completely.
Apache License 2.0. See NOTICE for attribution.
com.mcparmory/google-search
io.github.pipeworx-io/brave-search
marcopesani/mcp-server-serper
brave/brave-search-mcp-server
com.mcparmory/google-search-console
acamolese/google-search-console-mcp