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ktech7moon/agent-habitat

Audit-grade multi-agent orchestration. Fabrication-resistance enforced as a validated contract, not a hope.

Python MIT GitHub ↗
★ 0
stars
100
AI relevance
50
solo dev
1
tool sigs

SUMMARY AI summary by gpt-5-mini

agent-habitat is an audit-grade multi-agent orchestration framework designed to enforce fabrication-resistance as a validated contract rather than a hope. It’s aimed at teams and environments (e.g., fintech, compliance, research ops) that require provable, re-runnable evidence of what agents did and won’t accept “we don’t know” answers. Key features: - A five-agent lead-enrichment crew with persistent state, human approval checkpoint, and per-LLM-call cost telemetry. - A critic that decomposes every drafter claim and runs a five-hop pure-Python substring grounding chain against upstream evidence; failures trigger a bounded retry and then halt-not-ship. - Audit-grade cold storage (SQLite events, JSONL telemetry, LangGraph checkpoints) so every decision and LLM call is queryable without an LLM. - Two-layer retry policy (LLM infra retries + orchestrator fabrication retries), operator-editable ICP rubric (TOML), and three-tier model routing with conservative defaults. - Live calibration logs demonstrating real-world halts and cost profiles.

AI Coding Tools Used

This repository contains config files from these AI coding tools, indicating AI-assisted development.

Claude Code CLAUDE.md

DETECTED Detected AI stack

AI-related keywords found in this repo's description, topics, or README summary — grouped by category. Each badge links to the corresponding ranking detail page.

🧠 LLM providers (1)
Anthropic
🧩 AI frameworks (1)
LangGraph
🤖 LLM models (1)
Claude
💾 Databases (1)
SQLite

GitHub Topics

#agent-orchestration #anthropic #audit-grade #claude #fabrication-detection #langgraph #llm-evaluation #multi-agent #production-ai #python

Language breakdown (by bytes)

Shell
0.2%
Python
99.8%
Makefile
0%

Why this is classified AI-related

The AI relevance score checks four places for AI keywords and adds the weight of each one that matches. Full methodology

Repository name no match
Description +25 matched: agent
GitHub topics +25 matched: ai
README head +20 (derived from the score — README text is not stored)

Total AI relevance score: 100 / 100

Position among AI repos in the same language

We track 12,475 Python repos, of which 9,636 score 40 or above on AI relevance. 2,088 have more stars than this one (top 16.7%), and 0 score higher (top 0.0%).

Owner

Account
ktech7moon
Type
User
Followers
0

Senior software engineer (15 yrs). Building AI browser agents and reliable web scrapers. Available for project work.

Dates

Created on GitHub 2026-05-15
Last push 2026-05-16
First seen here 2026-05-15
Last fetched 2026-08-19 16:18

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