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PyPI · #3097 most downloaded on PyPI
AI coding assistant skill (Claude Code, CodeBuddy, Codex, OpenCode, Kilo Code, Cursor, Gemini CLI, Aider, OpenClaw, Factory Droid, Trae, Hermes, Kiro, Pi, Devin CLI, Google Antigravity) - turn any folder of code, docs, papers, images, or videos into a queryable knowledge graph
Last release today
04 Oct 2026
Ships on a steady schedule
a new release about every 8 days
Nearly every release is documented
notes for 60 of the last 60 stable releases
1 version withdrawn
withdrawn after publishing
6 months old
244 releases · first in 2026
One column per month.
Nothing published for this version
Fix: follow-up questions now check for wiki first (graphify-out/wiki/index.md) before falling back to graph.json
Add: --wiki flag — generates Wikipedia-style agent-crawlable wiki from the graph (index.md + community articles + god node articles)
--wiki flag — generates Wikipedia-style agent-crawlable wiki from the graph (index.md + community articles + god node articles)graphify/wiki.py module with to_wiki() — cross-community wikilinks, cohesion scores, audit trail, navigation footer_ to extract verb prefixes (previous version used def/fn prefix matching which always returned zero results)Fix: follow-up questions after pipeline now answered from graph.json, not by re-exploring the directory (was 25 tool calls / 1m30s; now instant)
Perf: semantic extraction chunks 12-15 → 20-25 files (fewer subagent round trips)
Replace pyvis with custom vis.js HTML renderer - node size by degree, click-to-inspect panel with clickable neighbors, search box, community filter, p
build() cross-extraction edges were silently dropped - now merged before assemblypip install graphify → pip install graphifyy in skill Step 1 (critical install bug)--graphml flag implemented in skill pipeline (was documented but not wired up)Fix: pyproject.toml structure - requires-python and dependencies were incorrectly placed under [project.urls]
pyproject.toml structure - requires-python and dependencies were incorrectly placed under [project.urls]keywords for PyPI search discoverabilityNothing published for this version
Add: SECURITY.md - threat model, mitigations, vulnerability reporting
worked/ directory with eval reports (karpathy-repos 71.5x benchmark, httpx, mixed-corpus)pip install pytest stepYour coding agent can read these notes before it upgrades. Set up the MCP server →