Borrowing it
Nothing to install: this file belongs to vima-tech/Innate. Take a copy, put it at the same path in your own repository, and replace the rules that are about this project with yours.
curl -O https://raw.githubusercontent.com/vima-tech/Innate/main/AGENTS.mdgit clone --depth 1 https://github.com/vima-tech/InnateWrote 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/vima-tech/innate/agents-md)<a href="https://agentmods.dev/instructions/vima-tech/innate/agents-md"><img src="https://agentmods.dev/badge/instructions/vima-tech/innate/agents-md/github.svg" alt="Measured on agentmods" height="20"></a>Or the 80×15 button, for a site that already has a row of RSS and ATOM ones. Only the verdict fits; the numbers stay here.
<a href="https://agentmods.dev/instructions/vima-tech/innate/agents-md"><img src="https://agentmods.dev/badge/instructions/vima-tech/innate/agents-md.svg" alt="Reviewed on agentmods" width="80" 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 5.1 | $0.06811 | $0.06811 |
| Opus 5.5 | $0.02724 | $0.02724 |
| Sonnet 5.5 | $0.01362 | $0.01362 |
| Haiku 4.5 | $0.00681 | $0.00681 |
Grade B, and why
Innate AGENTS.md scanned grade B 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 1mo 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.
Asks for rootmediumPrivilege escalation
A mod that escalates privileges can change anything on the machine, not only the project.
**Credentials are redacted at every entry and egress, not only on chunk writes** — `utils::redact_secrets` (keys: `sk-`/`AKIA`/`ghp_`, bearer tokens, labelled values incl. Chinese `密码是…`/`口令:…`) runs at `recall`/`record` How it starts
The opening of the file, as written. The whole thing — 293 lines — stays where its author put it; the contents beside it link to each section on GitHub.
AGENTS.md
This file is the single source of truth for AI coding agents (Claude Code, Codex,
opencode, Gemini CLI, …) working in this repository. Tool-specific shells such as
CLAUDE.md import this file via @AGENTS.md — keep all shared guidance here.
Editing rule (applies to all agents): Any request to "update / improve
CLAUDE.md" or the project guidance means editAGENTS.md.CLAUDE.mdis a generated shell that only contains@AGENTS.md— never add real guidance to it. Other tool shells (GEMINI.md, etc.) follow the same rule.
Commands
# Build the binary
cd core && cargo build --release
# Binary: core/target/release/innate
# Run tests
cd core && cargo test
# Recall-quality eval suite (regression safety net for fused-score / ACT-R tuning)
cd core && cargo test --release eval -- --nocapture
# Run the CLI (after adding to PATH or using full path)
innate recall "query" --format json
innate inspect # includes llm_health — check it when distillation looks off
innate evolve --trigger manual
# KPI baseline vs now — "did the last change help?"
innate metrics snapshot # pin a baseline
innate metrics delta --days 7 # baseline / current / delta table
# Start MCP server (for Claude Code / Claude Desktop integration)
innate mcp
# Daemon (Linux only) — background log/hook watcher
innate daemon start --watch /path/to/log/dir
innate daemon status
innate daemon stop
MCP Integration
Add to .claude/settings.json to enable MCP tools directly in Claude Code:
{
"mcpServers": {
"innate": {
"command": "/path/to/core/target/release/innate",
"args": ["mcp"]
}
}
}
Authoritative Design Reference
docs/Innate-设计文档-v0.1.9.md is the 编码基线 (latest; supersedes the v0.1.8 doc after the modular refactor). Every design decision references a section. When behavior is ambiguous, consult the doc first.
Schema 5.0 / v0.2.0 (living-knowledge model) changes how knowledge is born and matures; for those parts docs/Innate-活知识库重构-整体改进方案-v1.md (with its decision record §8) overrides v0.1.9. Summary: experience (episodes) and rules are separate; rules are born from episodes recurring across sessions (or an explicit nomination); a rule matures only on validated, transferable evidence; counterexamples suspend and revise it.
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.
- 1mo ago Changed · +41 lines · +2,245 tokens per session scan A → B 2b6fb83642a8
- 2mo ago First seen · 252 lines · 4,566 tokens per session scan A 09d207acd7a0
Innate AGENTS.md is an instructions file published in the GitHub repository vima-tech/Innate (2 stars, last pushed 16d ago), licensed MIT. It adds 6,811 tokens to every session, about $0.0272 per session on Opus 5.5. A static security scan graded it B with 1 finding (asks for root). No closer match exists in the catalogue, so it is treated as the original; first seen 2026-08-31.
Other instructions, from other repositories
vscode buildNext.instructions.md
Working notes and architecture documentation for the new esbuild-based build system in build/next. Use when making changes to the new build pipeline (transpile/bundle commands, NLS plugin, source-map handling, resource copying, or self-hosting watch tasks).
next.js AGENTS.md
AGENTS.md instructions for vercel/next.js, covering next.js development guide, codebase structure, monorepo overview, core package: packages/next and other important packages.
vscode oss-third-party-notices.instructions.md
Instructions for microsoft/vscode, covering vs code oss third-party-notices pipeline, architecture, pipeline flow in ci, cache eligibility and rollout and applying the notice (cutover).
langchain AGENTS.md
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 copilot-instructions.md
Copilot instructions for microsoft/vscode, covering vs code copilot instructions, project overview, root folders, core architecture (src/ folder) and built-in extensions (extensions/ folder).
deno copilot-instructions.md
Copilot instructions for denoland/deno, covering deno development guide for github copilot, network access, high level overview, key directories and key files to understand first.