Feedback Python Packages

alive-progress

A new kind of Progress Bar, with real-time throughput, ETA, and very cool animations!

backloop-sdk

An open protocol that lets APIs improve from agent feedback. Spec, TypeScript and Python SDKs, MCP tool, self-hostable collector.

coolhand

Zero-config LLM cost & quality monitoring for Python apps - automatically log AI API calls and collect user feedback for analysis using Coolhand.

talkthrough-mcp

Recordings in. Agent-ready evidence out. Local-first MCP for transcripts, keyframes, OCR, speakers, and wall-clock evidence.

log10-io

Python client library for improving your LLM app accuracy

flatland

HTML form management, schema validation

ckanext-feedback

The extension to feedback on CKAN datasets such as review, number of downloads,use-cases,resolved-problems, and way of use

pyrsb

PyRSB: a Python interface to the librsb Sparse Matrix library

feedwire

A /feedback endpoint for your API so AI agents can report bugs and missing features. Express + FastAPI middleware, review dashboard with analytics.

agent-feedback-mcp-server

Quality signals for MCP tools — community-driven quality database

markback

Comments for anything. In plain text. In git. — https://markback.org

modelsignature

Receive end-user feedback & bug reports on your AI model, no matter who's hosting.

forum-guard

enables structured and reliable textual interactions in global forums through pattern matching and retries, facilitating high-quality conversations.