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/siddhesh2377/toolneuron/claude-mdgit clone --depth 1 https://github.com/Siddhesh2377/ToolNeuronWrote 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/siddhesh2377/toolneuron/claude-md)<a href="https://agentmods.dev/instructions/siddhesh2377/toolneuron/claude-md"><img src="https://agentmods.dev/badge/instructions/siddhesh2377/toolneuron/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 | $0.42225 | $0.42225 |
| Opus 5 | $0.21113 | $0.21113 |
| Sonnet 5 | $0.08445 | $0.08445 |
| Haiku 4.5 | $0.04222 | $0.04222 |
Grade A, and why
ToolNeuron CLAUDE.md scanned grade A with 1 finding 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.
Makes network callslowCapability
Not a fault in itself. Listed so you know the mod talks to something, and to what.
`refreshModelCache()` hits `/v1/models` once per tab activation and filters per-kind for the model dropdowns. JNI: `nativeSetWebUiHtml(html)` pushes the bundled file at server start; `nativeClearWebUi()` clears on stop. How it starts
The opening of the file, as written. The whole thing — 1,136 lines — stays where its author put it; the contents beside it link to each section on GitHub.
ToolNeuron — Repo Guide
Project memory for this repo. When you change anything that affects future work — architecture, security behavior, new features, deprecated paths, public APIs, native JNI contracts, new scope — update this file as part of the same change. A future session reads this to reconstruct intent; if it drifts, work breaks.
Project scope
Privacy-first, offline-only on-device AI assistant. No Google Play services, no network telemetry, no analytics. In-scope pillars: on-device LLM chat, RAG over user documents, vision-language models (VLM), voice (TTS+STT), Remote Server with bundled web UI, HF Explorer, on-device image generation / img2img / inpaint / 4× upscale via the :ai_sd AAR (re-pivoted in 2026-05-08), first-party plugin system with ONNX inference + capability-gated APIs (re-pivoted in 2026-05-11). Out of scope: tool calling, Termux integration. (Image generation was originally cut on 2026-04-20 and re-added on 2026-05-08. Plugin marketplace was also originally cut on 2026-04-20 and re-added on 2026-05-11 as a first-party plugin runtime — DexClassLoader, Plugin contract with @Composable Content(), capability-gated OnnxApi/HxsApi/NetworkApi, floating plugin dock with smooth switch transitions.)
Package: com.dark.tool_neuron · minSdk 29 · targetSdk 36 · abiFilters arm64-v8a, x86_64.
Modules:
:app— UI (Compose), viewmodels, DI graph, activities, services.:hxs— encrypted key-value store (Kotlin wrapper + C++ core).:hxs_encryptor— crypto + integrity primitives: Argon2id, AES-GCM/ChaCha20-Poly1305, BoringSSL, ML-KEM-768, ML-DSA-65, Ed25519, HKDF, mmap+mlockSecureBuffer, plus the native security policy / auth / boot-integrity stack.:native-server— embedded OpenAI-compatible HTTP server (cpp-httplib + nlohmann/json header-only via FetchContent, no BoringSSL / OpenSSL / zlib dep). Powers Remote Server mode.:plugin-api— pure-Kotlin contract plugin authors compile against.Plugininterface with lifecycle +@Composable Content(),PluginContext,PluginCapabilityenum,PluginManifest,OnnxApi,HxsApi,NetworkApi. Compose deps arecompileOnly; host provides them at runtime via classloader-parent.:plugin-exc— plugin host runtime.PluginExecutor,PluginLoader(DexClassLoader from<filesDir>/plugins/<id>/classes.dex+ .so detection across SUPPORTED_ABIS),PluginRegistry,PluginInstance,CapabilityGate(PolicyEngine.hasSession + manifest cap check),PluginContainerActivity(hosts plugin'sContent()with AnimatedContent fade+scale plugin-switch transitions),PluginDock(floating M3-expressive surface with circle chips per open plugin, tertiary-corner native-code badge),OnnxApiImpl(wraps onnxruntime-android 1.20.0, gated by AI_ONNX),HxsApiImpl(per-plugin collectionplugin_<id>, indexed string keys, gated by HXS_READ/WRITE),NetworkApiImpl(WebNative.fetchBytes GET, gated by INTERNET).:download_manager,:networking— ancillary modules.
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 · 1,136 lines · 42,225 tokens per session scan A 48834f210825
ToolNeuron CLAUDE.md is an instructions file published in the GitHub repository Siddhesh2377/ToolNeuron (466 stars, last pushed 3mo ago), licensed MIT. It adds 42,225 tokens to every session, about $0.2111 per session on Opus 5. A static security scan graded it A with 1 finding (makes network calls). No closer match exists in the catalogue, so it is treated as the original; first seen 2026-08-30.
Other instructions, from other repositories
nexus4cc CLAUDE.md
Claude Code instructions for librae8226/nexus4cc, covering claude.md — nexus development standards, tech stack, architecture constraints, key files and agent workflow rules.
nexus4cc AGENTS.md
AGENTS.md instructions for librae8226/nexus4cc, covering agents.md and deployment constraints.
preconnect CLAUDE.md
Claude Code instructions for sabbirba/preconnect, a project described as: Flutter app for BRAC University students with SSO login and Connect API integration.
openstatus AGENTS.md
AGENTS.md instructions for openstatusHQ/openstatus, covering agents.md, verify your change, toolchain, architecture and tests.
MobiAI-Core CLAUDE.md
Claude Code instructions for ArisGuimera/MobiAI-Core, covering mobiai — mobile development ai ecosystem, bootstrap and principles.
abap2UI5 CLAUDE.md
Instructions for abap2UI5/abap2UI5: All project guidance lives in AGENTS.md — the single source of truth for this repository (architecture and the layered design, the src/00-99 packages, the generated app/webapp mirror, the build and delivery pipeline, the CI gates and ABAP code style).