Code Fundi Kayba

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Code Fundi:

About

Code Fundi is a codebase intelligence platform that powers AI agents, engineering teams, and applications with a searchable map of software repositories. Instead of relying on grep, raw embeddings, or disconnected documentation, it ingests a repository from a URL or GitHub, maps files, functions, dependencies, and logic flows, removes boilerplate noise, and converts the result into a token-optimized representation ready for AI context windows. Its Blast-Radius Guard shows which files, services, and downstream behaviors may be affected before an agent changes code, helping teams prevent silent regressions and production failures. Universal Search runs sub-second semantic queries across one repository or hundreds of codebases, allowing users to find implementation patterns, compare architectures, inspect authentication or testing strategies, and trace how code works across projects.
Kayba:

About

Kayba makes AI agents self-improve from experience. It learns from an agent’s execution traces to detect failures, fix them, and measure whether the fix actually worked. Instead of relying on generic evals that cannot explain why an agent failed, Kayba derives failure modes from the agent’s own traces and builds custom benchmarks for the user’s domain, so teams can measure improvement against real production failure patterns. Kayba wires tracing into an agent with one line of setup, watches it around the clock, and flags the moment a step stops being recorded. Even good tracing rots as teams ship changes, and steps can quietly stop being captured; Kayba checks the tracing users already have, shows exactly what is broken, points to the file that needs attention, and sends the gap to a coding agent through MCP. The coding agent patches the issue, and Kayba verifies that the trace is actually closed.
Code Fundi:

Platforms Supported

Windows Not Supported
Mac Not Supported
Linux Not Supported
Cloud Not Supported
On-Premises Not Supported
iPhone Not Supported
iPad Not Supported
Android Not Supported
Chromebook Not Supported
Kayba:

Platforms Supported

Windows Not Supported
Mac Not Supported
Linux Not Supported
Cloud Supported
On-Premises Not Supported
iPhone Not Supported
iPad Not Supported
Android Not Supported
Chromebook Not Supported
Code Fundi:

Audience

Developers and AI engineering teams seeking codebase intelligence, semantic repository search, observability, and structured context for coding agents
Kayba:

Audience

AI development teams that need to diagnose agent failures, generate reviewable fixes, and track whether those fixes improve performance over time
Code Fundi:

Support

Phone Support Not Supported
24/7 Live Support Not Supported
Online Supported
Kayba:

Support

Phone Support Not Supported
24/7 Live Support Not Supported
Online Supported
Code Fundi:

API

Offers API Supported
Kayba:

API

Offers API Not Supported
Code Fundi:

Screenshots and Videos

Kayba:

Screenshots and Videos

Code Fundi:

Pricing

$21 per month
Free Version Supported
Free Trial Not Supported
Kayba:

Pricing

Free
Free Version Supported
Free Trial Not Supported
Code Fundi:

Reviews/Ratings

Overall 0.0 / 5
ease 0.0 / 5
features 0.0 / 5
design 0.0 / 5
support 0.0 / 5

This software hasn't been reviewed yet. Be the first to provide a review:

Review this Software
Kayba:

Reviews/Ratings

Overall 0.0 / 5
ease 0.0 / 5
features 0.0 / 5
design 0.0 / 5
support 0.0 / 5

This software hasn't been reviewed yet. Be the first to provide a review:

Review this Software
Code Fundi:

Training

Documentation Supported
Webinars Not Supported
Live Online Supported
In Person Not Supported
Kayba:

Training

Documentation Supported
Webinars Not Supported
Live Online Not Supported
In Person Not Supported
Code Fundi:

Company Information

Code Fundi
Founded: 2023
United States
www.codefundi.app/
Kayba:

Company Information

Kayba
Founded: 2025
United States
kayba.ai/
Code Fundi:

Alternatives

Reason

Reason

Reason Machines
Kayba:

Alternatives

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Kayba:
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AtomCode

AtomGit
Kayba:
Netra

Netra

5.0 out of 5 stars
Code Fundi:
Kayba:
Code Fundi:
Asimov

Asimov

Reflection AI
Kayba:
Code Fundi:

Categories

AI Coding Agents Supported
Kayba:

Categories

Code Fundi:

Integrations

Model Context Protocol (MCP) Supported
Claude Code Supported
Cursor Supported
Devin Supported
Visual Studio Code Supported
Windsurf Browser Supported
Kayba:

Integrations

Model Context Protocol (MCP) Supported
Claude Code Not Supported
Cursor Not Supported
Devin Not Supported
Visual Studio Code Not Supported
Windsurf Browser Not Supported
Code Fundi:
Claim Code Fundi and update features and information
Claim Code Fundi and update features and information
Kayba:
Claim Kayba and update features and information
Claim Kayba and update features and information