AI Developer Tools

Crespo

Crespo is an AI developer tool that generates compact XML blueprints of codebases using Tree-sitter AST parsing to provide LLMs with structural context.

What is Crespo?

Crespo is a command-line tool that uses Tree-sitter AST parsing to extract structural information from codebases and generate compact XML blueprints for AI models.

Crespo vs Similar AI Tools

Pricing ModelFreeFreeFreeFree
Free Credits
Key Features
  • Tree-sitter AST parsing for 10 languages
  • Generates compact XML blueprint of imports, classes, functions
  • Multiple modes: structure, summary, concat
  • Seven breakable boxes covering OWASP Agentic Top-10 vulnerabilities
  • Three guided simulations for cascading failures, human-agent trust, and rogue agents
  • Network-isolated Docker containers for safe execution
  • Code-to-runtime reasoning across cloud, Git, and Kubernetes
  • Action-gate enforces read-only policy on every API call
  • Sandboxed JavaScript execution for concurrent research
  • Append-only, SHA-256-addressed event history through Jaybase
  • AES-256-GCM encryption for stored node payloads
  • Unified RBAC for ledger, notes, snapshots, and audit reads
Pros
  • Reduces token usage significantly (average 86%)
  • Supports 10 programming languages
  • Covers full OWASP Agentic Top-10 in a realistic manner
  • Docker isolation prevents accidental damage
  • Read-only by construction prevents accidental writes
  • Evidence-backed verification cross-checks every finding
  • Opinionated and secure accounting CLI with immutable audit trail
  • Designed for AI agent integration with JSON output
Cons
  • Entry point detection imperfect for framework-level repos like FastAPI or Flask
  • Limited to 10 languages currently
  • Requires Docker and technical setup
  • Not for production use; only for lab environments
  • Requires an LLM API key, incurring token costs
  • Limited to read-only operations, cannot remediate
  • Pre-1.0, limited feature set
  • No native QuickBooks import (agents must normalize data)
Best For
  • Developers needing to feed codebase context to LLMs
  • Code review automation
  • Security researchers focusing on AI agent vulnerabilities
  • Developers building MCP-based applications
  • Security engineers
  • DevOps teams
  • Small teams needing secure, auditable accounting with AI agent support
  • Developers integrating automated bookkeeping workflows

How to use Crespo?

  1. 1Install with pip install crespo.
  2. 2Run crespo ./myproject for structure mode.
  3. 3To analyze a GitHub repo, use crespo --git https://github.com/user/repo.
  4. 4Use --mode summary with --groq key for AI-generated file descriptions.

Crespo Key Features

  • Tree-sitter AST parsing for 10 languages
  • Generates compact XML blueprint of imports, classes, functions
  • Multiple modes: structure, summary, concat
  • Secrets redaction in concat mode
  • Supports GitHub repo analysis
  • Respects .gitignore
  • Groq integration for summary mode

Crespo Use Cases

  • Providing codebase context to LLMs without token overflow
  • Understanding project architecture
  • Dependency analysis
  • Code review preparation
  • AI-assisted code generation

Crespo Pricing & Free Credits

Crespo currently operates on a Free model.

This tool is completely free to use

Free

$0

Open-source, free to use

Crespo Pros & Cons

Pros

  • Reduces token usage significantly (average 86%)
  • Supports 10 programming languages
  • Accurate structural parsing with Tree-sitter
  • Respects .gitignore and avoids build artifacts
  • Open-source and actively maintained

Cons

  • Entry point detection imperfect for framework-level repos like FastAPI or Flask
  • Limited to 10 languages currently
  • Requires Groq key for summary mode

What is Crespo best for?

  • Developers needing to feed codebase context to LLMs
  • Code review automation
  • Project architecture documentation

Crespo FAQ

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