Getting it into your agent
One page per mod, every tool's command on it. A separate URL per tool would split the same page into five that compete with each other.
npx agentmods add instructions/bkataru/powerglide/claude-mdgit clone --depth 1 https://github.com/bkataru/powerglideWrote this? Show the measurements
A badge with what this costs and how it scanned, read live from this page, so it follows the numbers instead of freezing them. Markdown for a README, HTML for a documentation site or a project page.
[](https://agentmods.dev/instructions/bkataru/powerglide/claude-md)<a href="https://agentmods.dev/instructions/bkataru/powerglide/claude-md"><img src="https://agentmods.dev/badge/instructions/bkataru/powerglide/claude-md.svg" alt="Measured on agentmods" height="20"></a>What it costs to keep this loaded
Counted locally with the o200k_base tokenizer, which is exact for GPT models; Claude uses its own tokenizer and its counts differ. Treat this as one consistent yardstick across the catalogue rather than a bill. Prices are per million input tokens.
| Model | Per session | Once invoked |
|---|---|---|
| Fable 5 | $0.01661 | $0.01661 |
| Opus 5 | $0.00830 | $0.00830 |
| Sonnet 5 | $0.00332 | $0.00332 |
| Haiku 4.5 | $0.00166 | $0.00166 |
Grade A, and why
powerglide CLAUDE.md scanned grade A with 0 findings against 26 rules in 11 categories — prompt injection, anti-refusal, data exfiltration, privilege escalation, supply chain, agent snooping, system-prompt leakage, SSRF and excessive agency — measured 4d ago.
A static scan of the body, not an audit. Every finding is printed with the line that produced it so you can judge whether it matters here. A mod is markdown that instructs an agent; that is exactly why what it instructs is worth reading.
Nothing flagged
None of the 26 patterns this scan looks for appear in this file: no shell pipes, no recursive deletes, no credential paths, no hidden text, no instruction-override or anti-refusal phrasing, no agent-config snooping. That is not a guarantee, it is the absence of the things that are checkable.
How it starts
The opening of the file, as written. The whole thing — 98 lines — stays where its author put it; the contents beside it link to each section on GitHub.
Claude Code Guide — powerglide Repository
Build & Test Commands
# Full build
zig build
# Run all tests (including leak checks)
zig build test --summary all
# Health check
./zig-out/bin/powerglide doctor
Repository Guidelines
- Style: Follow idiomatic Zig 0.15.2 patterns. Use
std.fs.File.stdout().deprecatedWriter()for I/O. - Memory: Explicit allocation is required for all data structures. Use unmanaged
ArrayListandHashMapwhere appropriate, passing the allocator to each method. - Ralph Loop: Respect the 11-state model in
src/agent/loop.zig. - Velocity: Always use the multiplier-based velocity model (
delay = 1000 / velocity). CLI flags and config values aref64.
Project-Specific Context
- Supercar Theme: Use technical, high-performance terminology in prose. Avoid generic marketing fluff.
- Commit Format:
feat/fix/docs(module): description. Author:bkataru <[email protected]>.
Zine Website
The documentation website is in website/ and built with Zine.
To rebuild and deploy:
cd website && zig build
cp -r zig-out/docs/. ../docs/
MCP Module
src/mcp/server.zig— JSON-RPC 2.0 over stdin/stdout; start withpowerglide mcpsrc/mcp/client.zig— subprocess MCP client; connects to external MCP serverssrc/mcp/tool_bridge.zig— convertsMcpTool→Tool, prefixedmcp_{server}_{tool}- Config key:
mcp_serversarray in~/.config/powerglide/config.json
igllama / Local LLM
Full Qwen3.5 lineup (download with igllama pull unsloth/Qwen3.5-<N>B-GGUF -f <file>):
:8090→Qwen3.5-0.8B-Q8_0.gguf(localagent):8091→Qwen3.5-2B-Q8_0.gguf(local2bagent):8092→Qwen3.5-4B-Q8_0.gguf(local4bagent):8093→Qwen3.5-9B-UD-Q4_K_XL.gguf(local9bagent)
Start with: igllama api <model> --port <N> --no-think --max-tokens 512 --threads 4 --threads-batch 16 --ctx-size 2048 --mlock
OpenAIClient.json_mode = true→ forcesresponse_format: {"type":"json_object"}for constrained output- Doctor scans
:8090–8099automatically - Trial harness:
zig build trial— runs T01–T17 × all 4 endpoints - Quant harness:
zig build trial-quant— runs T01–T17 × 16 models: 0.8B-BF16 | 2B (Q4/Q5/Q6/Q8/BF16) | 4B (Q4/Q5/Q6/Q8/BF16) | 9B (Q4/Q5/Q6/Q8/BF16), sequential on :8090 - Bench harness:
zig build bench— tokens/sec throughput benchmark, accurate via igllama v0.3.11usage.completion_tokens - Ctx harness:
zig build ctx— context length sensitivity (2B-Q6 × ctx-size 512/1024/2048/4096 × T01-T17) - Model filter:
./zig-out/bin/trial-quant 4B-Q4 9B-Q5— run only specific models
What this file has done since we first saw it
Hashed on every crawl. A supply-chain change to an agent config is a question of when, not whether, so the history is kept rather than the latest state alone.
- 4d ago First seen · 98 lines · 1,661 tokens per session scan A 2dc3cb602a92
powerglide CLAUDE.md is an instructions file published in the GitHub repository bkataru/powerglide (6 stars, last pushed 6mo ago), licensed MIT. It adds 1,661 tokens to every session, about $0.0083 per session on Opus 5. A static security scan graded it A with 0 findings. No closer match exists in the catalogue, so it is treated as the original; first seen 2026-08-31.
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Arkana CLAUDE.md
Claude Code instructions for JameZUK/Arkana, covering arkana development guide, what is arkana?, project structure, running tests and unit tests (no server needed, 2 seconds).
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AGENTS.md instructions for github/spec-kit, covering agents.md, about spec kit and specify, quickstart — add a new integration in 5 steps, integration architecture and integrationmanifest — file tracking.
codex AGENTS.md
AGENTS.md instructions for openai/codex, covering rust/codex-rs, the codex-core crate, code review rules, crate api surface and model visible context.
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AGENTS.md instructions for langchain-ai/langchain, covering global development guidelines for the langchain monorepo, corridor security analysis, project architecture and context, monorepo structure and development tools & commands.
vscode oss-third-party-notices.instructions.md
Instructions for microsoft/vscode, covering vs code oss third-party-notices pipeline, architecture, pipeline flow in ci, applying the notice (cutover) and fallback chain (never fail the build).