askimo
★ 534
vs
cap-evolve
★ 66
askimo vs cap-evolve
askimo: Askimo is a native desktop app that puts OpenAI, Claude, Gemini, Grok and local Ollama models in one chat client. It adds local RAG over your files, MCP tools, a script runner and the ability to delegate goals to agent CLIs such as Claude Code and Codex.; cap-evolve: cap-evolve is an honesty-guaranteed framework that optimizes AI agent capabilities like prompts, tools, and skills by learning from failed evaluation traces. It automates the loop of evaluation, diagnosis, candidate generation, and validation, ensuring improvements are significant and honest.
01
TL;DR
askimoLLM Infra · ★ 534
When to choose:
- You want one native desktop client for cloud models and local Ollama or LM Studio models.
- You want to chat with local folders and files through RAG without uploading them.
- You want to send work to Claude Code, Codex or Antigravity from the same app.
When to skip:
- You need permissive licensing for embedding in a hosted product: the licence is AGPLv3.
- You only want a lightweight chat window; this app bundles RAG, Plans, scripts, MCP and voice.
- You want a headless server or a library rather than a desktop app.
cap-evolveLLM Infra · ★ 66
Optimizing AI agent capabilities when developing with Claude Code plugin.
02
Side-by-Side Comparison
Field
askimocap-evolveCategory
LLM Infra
LLM Infra
Stars
★ 534
★ 66
License
AGPL-3.0
Apache-2.0
Install Command
—
git clone https://github.com/skillberry-ai/cap-evolve.git && cd cap-evolve && python3 -m venv .venv && source .venv/bin/activate && pip install ./core
Updated
1d ago
1d ago
Open Source
Yes
Yes
Tags
ai, chat-client, rag
AI Agent Optimization, Prompt Engineering, Tool Code Optimization
03
Features
askimo01Multi-provider chat: OpenAI, Claude, Gemini, Grok, Ollama, LM Studio, OpenRouter, vLLM and any OpenAI-compatible endpoint
02Local RAG over folders, files and web URLs with hybrid BM25 and vector retrieval
03MCP tool integration over stdio or HTTP
04Delegate goals to Claude Code, Codex or Antigravity, with reusable skills shared across agents
05Multi-step Plans, a Python/Bash/JavaScript script runner and local speech-to-text and text-to-speech
cap-evolve01Optimizes more than prompts, including executable tool code and entire skill packages.
02Learns from real agent failures and per-task causal feedback to make robust improvements.
03Ensures honest evaluation through a significance gate and a sealed, scored-once test split.
04Provides a dashboard to inspect every change, cost, timing, diff, and pass/fail heatmap.
04
Use Cases
askimo↳Use one desktop client for several cloud and local models instead of juggling browser tabs
↳Search and chat with private local documents without uploading them
↳Hand a coding task to an agent CLI and watch its streamed tool calls
cap-evolve↳Optimizing AI agent capabilities when developing with Claude Code plugin.
↳Integrating and refining agents from various coding-agent hosts like Codex, Gemini, or Droid.
↳Custom integration for developers who want to wire their own agent adapters and drive the CLI directly.
↳Applying pre-built adapter templates for popular benchmarks and data formats (e.g., JSONL, HuggingFace, tau2-bench).
05
Best For
askimoHidden Gem
cap-evolve—
FAQ
FAQ
What is the difference between askimo and cap-evolve?
Both askimo and cap-evolve are in the LLM Infra category. askimo has 534 stars, while cap-evolve has 66 stars.
Which is better, askimo or cap-evolve?
The best choice depends on your use case. Choose askimo if Use one desktop client for several cloud and local models instead of juggling browser tabs, and cap-evolve if Optimizing AI agent capabilities when developing with Claude Code plugin..
Is askimo free or open source?
Yes, askimo is open source on GitHub (AGPL-3.0).
Is cap-evolve free or open source?
Yes, cap-evolve is open source on GitHub (Apache-2.0).
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