flowindex
Supports indexing and analysis of FastAPI web applications, enabling AI agents to understand API route flows, entrypoints, and impact of changes.
Analyzes git history to detect co-change patterns and bug-fix commit signals for impact assessment and test selection.
Supports Jest test detection and linkage to code symbols for suggesting relevant tests and understanding test impact.
Links pytest tests to code symbols, enabling suggestions of relevant tests for changes and understanding test coverage.
Provides insight into Stripe webhook handling code paths and payment processing logic, helping assess impact of changes to financial transactions.
Supports Vitest test detection and linkage to code symbols for suggesting relevant tests and understanding test impact.
Click on "Install Server".
Wait a few minutes for the server to deploy. Once ready, it will show a "Started" state.
In the chat, type
@followed by the MCP server name and your instructions, e.g., "@flowindexWhat will break if I modify update_ledger?"
That's it! The server will respond to your query, and you can continue using it as needed.
Here is a step-by-step guide with screenshots.
FlowIndex
Behavior-first repository indexing for AI coding agents.
FlowIndex maps how a codebase behaves: entrypoints, call paths, tests, runtime traces, and git history. It helps AI coding agents understand impact before editing code.
Most coding-agent tools index files, chunks, symbols, or embeddings. FlowIndex indexes behavior.
It answers questions like:
What code path handles this feature?
What will break if I change this function?
Which tests should run for this patch?
Which previous bug fixes touched this area?
What minimal context should an agent receive before editing?
Why behavior-first?
File trees and embedding search tell you what exists. They do not tell you what runs, what breaks, or what matters when you change a shared module.
FlowIndex builds a local, deterministic behavior graph:
Entrypoints — API routes, webhooks, pages, CLI commands
Call paths — function-to-function relationships from static analysis
Tests — pytest, Jest/Vitest detection linked to symbols
Git history — co-change patterns and bug-fix commit signals
Impact — transparent risk scoring before you edit
No vector database. No LLM calls. No SaaS. Inspectable SQLite.
Related MCP server: CodeGraph
How it differs
Approach | FlowIndex |
Repo maps / file trees | Behavior graph with entrypoints and call edges |
Embeddings / RAG | Deterministic lexical + graph ranking |
Agent frameworks | Developer tool that feeds agents context |
Generic static analysis | Agent-oriented impact, tests-for, context packs |
Installation
pip install flowindexMCP support for Cursor / Claude Code:
pip install "flowindex[mcp]"From source:
git clone https://github.com/adu3110/flowIndex.git
cd flowIndex
pip install -e ".[dev]"Quickstart
cd your-project
flowindex init # use --here inside nested example dirs
flowindex scan
flowindex overview
flowindex explain "POST /api/payments"
flowindex impact src/services/ledger.py
flowindex tests-for update_ledger
flowindex context "fix duplicate payments when webhook retries"Demo
cd examples/python_fastapi_app
flowindex init --here
flowindex scan
flowindex context "fix duplicate payments when webhook retries"CLI examples
# Initialize index in current repo
flowindex init
# Scan and build behavior graph
flowindex scan
# Explain an entrypoint flow
flowindex explain "POST /payments"
# Analyze change impact
flowindex impact services/ledger.py
# Suggest tests for a change
flowindex tests-for services/ledger.py
# Generate agent context pack
flowindex context "fix webhook retry duplicate ledger entries"MCP usage (Cursor)
Add to Cursor MCP settings (~/.cursor/mcp.json or project settings):
{
"mcpServers": {
"flowindex": {
"command": "flowindex",
"args": ["mcp"],
"cwd": "/absolute/path/to/your/repo"
}
}
}Run flowindex init && flowindex scan in that repo first.
Start the server manually:
flowindex mcpTools: get_repo_overview, explain_entrypoint, get_change_impact, suggest_tests, make_context_pack, and more — see docs/mcp.md.
Architecture
flowchart LR
subgraph ingest [Ingest]
Scan[File Scanner]
Py[Python Parser]
TS[TS/JS Parser]
Git[Git Analyzer]
end
subgraph index [Local Index]
DB[(SQLite)]
Graph[Behavior Graph]
end
subgraph out [Outputs]
CLI[CLI Commands]
MCP[MCP Server]
Pack[Context Packs]
end
Scan --> Py
Scan --> TS
Py --> Graph
TS --> Graph
Git --> Graph
Graph --> DB
DB --> CLI
DB --> MCP
DB --> PackExample context pack
flowindex context "fix duplicate payments when webhook retries"# FlowIndex Context Pack
## Task
fix duplicate payments when webhook retries
## Likely Relevant Entrypoints
- POST /payments
- POST /stripe/webhook
## Likely Relevant Files
- main.py
- services/ledger.py
- services/payments.py
## High-Risk Symbols
- update_ledger()
- handle_stripe_webhook()
## Tests to Run
- tests/test_payments.py
## Caution
- services/ledger.py has high change risk.
- update_ledger() is shared by refunds and payments.Roadmap
Tree-sitter parsers for TS/JS and richer call resolution
Runtime trace ingestion (OpenTelemetry, test coverage)
Cross-repo dependency indexing
Patch-aware incremental scan
Language servers: Go, Rust, Java
Research questions
How much agent error reduction comes from behavior graphs vs embeddings?
What is the minimal context pack size that preserves patch correctness?
Can co-change graphs predict test selection better than import graphs alone?
Which entrypoint classes correlate most with production incidents?
Contributing
Fork and clone the repository
pip install -e ".[dev]"Make changes with tests
ruff check . && mypy flowindex && pytestOpen a pull request
See docs/ for concepts, CLI reference, and examples.
License
MIT — see LICENSE.
This server cannot be installed
Maintenance
Resources
Unclaimed servers have limited discoverability.
Looking for Admin?
If you are the server author, to access and configure the admin panel.
Latest Blog Posts
MCP directory API
We provide all the information about MCP servers via our MCP API.
curl -X GET 'https://glama.ai/api/mcp/v1/servers/adu3110/flowIndex'
If you have feedback or need assistance with the MCP directory API, please join our Discord server