Fetching from the wire…
Public story · 2026-09-06 · high
It skips guessing and reads what you already did, turning repeated work into reusable tooling.
Why now: The repo went up September 3 and stood at 64 stars as of September 6.
Penelopa.ai mines Claude Code and Codex session transcripts, turning workflows you've repeated by hand into skills, checks, and prompts. Most tools that generate agent skills start from a blank prompt and a guess at what you'll need. This one reads what you already did.
This is a real shift for anyone running these agents daily. If you've fixed the same bug twice, that fix already sits in a transcript file, unused.
I use Claude Code every day in my personal projects, and I've never reread an old transcript except to debug a failure. It's the first tool I've seen treat old sessions as a corpus instead of exhaust.
The repo went up September 3 and sits at 64 stars. It's too early to know if the pattern matching holds up on messier codebases. A workflow you did once because of a one-off bug looks the same to a pattern matcher as one you repeat weekly. How Penelopa tells those apart is worth watching.
Each link below shares sources, entities, or timing with this story.
deja-vu ships as an MCP server that searches your existing Claude Code, Codex, and other transcripts, so any MCP-speaking harness can query months of prior work with no re-ingestion. The corpus already exists and cost nothing to produce. Check ~/.claude/projects/ before you bu...
xintaofei/codeg is a Rust desktop app, self-hosted server and Docker image pulling transcripts from Claude Code, Codex, OpenCode, Pi and Grok Build into a shared multi-agent workspace, speaking both ACP and ADE. It's at 3,125 stars with 223 open issues, created February 9, pus...
google/agents-cli (~3,100 stars, created April 8) is an official Google CLI plus skills that turn any coding assistant into an expert at creating, evaluating, and iterating on agent skills. Google standardizing skill authoring matters as the format proliferates across Claude C...
magnitudedev/magnitude recommends models that fit your hardware, then downloads, tunes and serves them to Pi, OpenCode, Hermes, OpenClaw, Codex, Claude Code, Oh My Pi and Cline. Since the August 21 coverage, it cut three CLI releases inside 44 hours: 0.0.9 on September 1 at 07...
AionUi is at 31,043 stars fronting OpenClaw, Hermes Agent, Claude Code, Codex, OpenCode, Gemini CLI, and 20+ others behind one customizable UI, and VibeAround pitches the same thing across web, mobile, and messaging. Session management, cross-agent handoff, and always-on avail...
One HTTP/SSE API that controls Claude Code, Codex, OpenCode, and Amp inside sandboxes. Solves the fragmentation problem: write one integration, swap agents with a config change. Session persistence to Postgres/ClickHouse. Apache 2.0. (GitHub)
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