Google PageRank for AI agents. 25,000+ tools indexed.

customizable-gpt-chatbot MCP Server

shamspias/customizable-gpt-chatbot

Score: 63.3 Rank #5432 Search & RAG
[![AgentRank](https://agentrank-ai.com/api/v1/badge/shamspias--customizable-gpt-chatbot)](https://agentrank-ai.com/tool/shamspias--customizable-gpt-chatbot/?utm_source=badge&utm_medium=readme&utm_campaign=agentrank_badge)
Are you the maintainer of shamspias/customizable-gpt-chatbot? Claim this listing →

Veldra — talk an agent into existence, then watch it grow. A self-hostable, local-first agent platform: describe what you need in plain language and it compiles a working agent tools, MCP, RAG, teams. The more you use it, the better it gets agents learn from your feedback and reshape as you talk.

Add AgentRank to Claude Code Discover and compare tools like shamspias/customizable-gpt-chatbot — your AI finds the right one automatically
Get API Access →
claude mcp add agentrank -- npx -y agentrank-mcp-server

Overview

shamspias/customizable-gpt-chatbot is a Python agent tool. Veldra — talk an agent into existence, then watch it grow. A self-hostable, local-first agent platform: describe what you need in plain language and it compiles a working agent tools, MCP, RAG, teams. The more you use it, the better it gets agents learn from your feedback and reshape as you talk. Topics: artificial-intelligence, chatbot, data-preprocessing, machine-learning, nlp, python, conversational-ai, voice-chat, voice-recognition, voice-to-text, voice-transcription, natural-language-processing, autogpt, agent-harness, claude-skills, harness, harness-engineering, harness-skills, skills.

Ranked #5432 out of 24846 indexed tools.

Ecosystem

Python No license
artificial-intelligencechatbotdata-preprocessingmachine-learningnlppythonconversational-aivoice-chatvoice-recognitionvoice-to-textvoice-transcriptionnatural-language-processingautogptagent-harnessclaude-skillsharnessharness-engineeringharness-skillsskills

Score Breakdown

StarsFreshnessIssue HealthContributorsDependents
Stars 15% 405

405 stars → growing community

Freshness 25% 4mo ago

Last commit 4mo ago → stale

Issue Health 25% 100%

14/14 issues closed → responsive maintainer

Contributors 10% 1

1 contributor → solo project

Dependents 25% 0

No dependents → no downstream usage

npm Downloads N/A
PyPI Downloads N/A
Forks 90
Description Detailed
License None

Weights: Freshness 20% · Issue Health 20% · Dependents 22% · Stars 10% · Contributors 8% · How we score →

How to Improve

License low impact

Add an MIT or Apache-2.0 license to signal trust and enable adoption

Freshness high impact

Last commit was 146 days ago — a recent commit would boost your freshness score

Contributors medium impact

Single-contributor projects carry bus-factor risk — welcoming contributors boosts confidence

Badge all embed codes →

AgentRank score for shamspias/customizable-gpt-chatbot
[![AgentRank](https://agentrank-ai.com/api/v1/badge/shamspias--customizable-gpt-chatbot)](https://agentrank-ai.com/tool/shamspias--customizable-gpt-chatbot/?utm_source=badge&utm_medium=readme&utm_campaign=agentrank_badge)
<a href="https://agentrank-ai.com/tool/shamspias--customizable-gpt-chatbot/?utm_source=badge&utm_medium=readme&utm_campaign=agentrank_badge"><img src="https://agentrank-ai.com/api/v1/badge/shamspias--customizable-gpt-chatbot" alt="AgentRank"></a>

Embed Widget docs →

Embed a rich score widget on your site or blog.

<script src="https://agentrank-ai.com/embed.js" data-tool="shamspias/customizable-gpt-chatbot"></script>

Matched Queries

"agent tool"

From the README

<div align="center">

# Veldra

### Talk an agent into existence.

**A self-hostable, local-first agent-harness platform.** Describe what you need in
plain language — Veldra compiles it into a *working agent*: its policy, tools,
**skills**, a RAG knowledge base, a reasoning method, even a whole **team**. Route a
task to the right agent automatically, connect external tools over **MCP**, and reshape
anything later just by talking to it. Agents **learn from your feedback** and improve.

</div>

> **The one load-bearing idea:** an agent is *data*, not code — a versioned
> `AgentSpec` row in Postgres. "Build me an agent" = compile natural language →
> validated `AgentSpec`. "Change it" = a JSON-Patch you approve. The runtime is a
> pure interpreter of that spec.

---

## ✨ Highlights

- **Type a task — it routes or builds.** A smart composer auto-selects the best
  existing agent for what you typed, or builds a new agent from the prompt and drops
  you straight into its chat.
- **A real wo
Read full README on GitHub →

Get the weekly AgentRank digest

Top movers, new tools, ecosystem insights — straight to your inbox.