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- unify Claude and Codex structural/agentic contracts with fail-closed runtime, provenance, and generated-manifest checks
- publish the validated structural and 48-cell agentic evidence, including synchronized result tables and historical caveats
- release codemap-py 0.28.5 with deterministic packaging and cross-platform test isolation
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Co-authored-by: Codex <codex@openai.com>
> RTK only compresses **Bash tool output** — shell commands like `git`, `cargo`, `pytest`, etc. It does not affect Claude Code's native tools (Read, Grep, Glob, Edit, Write), which run inside Claude's own engine and are already token-efficient by design.
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### Codex CLI plugin
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[openai/codex-plugin-cc](https://github.com/openai/codex-plugin-cc) connects the Codex CLI to Claude Code as a local plugin — enabling the cross-validation, mechanical delegation, and diff pre-pass described in [Claude + Codex Integration](#-claude--codex-integration).
> RTK only compresses **Bash tool output** — shell commands like `git`, `cargo`, `pytest`, etc. It does not affect Claude Code's native tools (Read, Grep, Glob, Edit, Write), which run inside Claude's own engine and are already token-efficient by design.
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### cc-Lens
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[cc-Lens](https://github.com/Arindam200/cc-lens) is a local analytics dashboard for Claude Code — token/cost trends, tool usage breakdowns, session replay. Reads `~/.claude/` directly, no cloud, no data leaves the machine.
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→ Run: `npx cc-lens` — no install required
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### Colab-MCP
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### Colab-MCP (active testing)
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[colab-mcp](https://github.com/googlecolab/colab-mcp) connects Google Colab as a remote GPU executor. Pre-configured in `.mcp.json` (disabled by default) — used by `/research:run --colab` to offload metric-improvement iterations to a cloud GPU without a local CUDA setup. Supports hardware selection: `--colab=H100`, `--colab=L4`, `--colab=T4`, `--colab=A100`.
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→ Enable: add `"colab-mcp"` to `enabledMcpjsonServers` in `settings.local.json`
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### Semble (semantic code search)
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[semble](https://github.com/MinishLab/semble) runs a local MCP server that adds hybrid semantic + lexical search across any repo. When available, the `develop` and `oss` skills automatically expose `mcp__semble__search` to agents as a gap-fill tool — used when the codemap index is non-exhaustive. No cloud, no API key; runs fully local via `uvx`.
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→ Install (global, all projects): `claude mcp add semble -s user -- uvx --from "semble[mcp]" semble`
[caveman](https://github.com/JuliusBrussee/caveman) makes Claude respond in compressed "caveman speak" — cutting ~75% of output tokens while retaining full technical accuracy. Adjustable intensity levels (lite → full → ultra → 文言文) and a compression tool that also cuts ~46% of input tokens per session.
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