Borrowing it
Nothing to install: this file belongs to ahundt/ai-session-search. 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/ahundt/ai-session-search/main/AGENTS.mdgit clone --depth 1 https://github.com/ahundt/ai-session-searchWrote 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/ahundt/ai-session-search/agents-md)<a href="https://agentmods.dev/instructions/ahundt/ai-session-search/agents-md"><img src="https://agentmods.dev/badge/instructions/ahundt/ai-session-search/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/ahundt/ai-session-search/agents-md"><img src="https://agentmods.dev/badge/instructions/ahundt/ai-session-search/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 | $0.01763 | $0.01763 |
| Opus 5.5 | $0.00705 | $0.00705 |
| Sonnet 5.5 | $0.00353 | $0.00353 |
| Haiku 4.5 | $0.00176 | $0.00176 |
Grade A, and why
ai-session-search AGENTS.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 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.
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 — 141 lines — stays where its author put it; the contents beside it link to each section on GitHub.
AI Session Search agent guidance
Read by every tool following the AGENTS.md convention. CLAUDE.md imports it,
so change it here only.
Rust first: logic, checks, and tooling belong in the crate, and Python carries only the binding surface and the tests that must exercise it.
Setup
Rust 1.88 or newer, CPython 3.12 through 3.14 with the standard GIL (3.12 is the floor; 3.12–3.14 are what CI tests), and uv.
uv sync --locked --all-extras
uv run maturin develop --uv # abi3 extension into the venv; pytest fails without it
Build
./run_ci_local.sh # host-platform gate, before proposing a commit
cargo test -p ai-session-search <test name> # focused Rust
uv run pytest tests/<file>.py -k <test name> # focused Python
cargo clippy --workspace --all-targets --all-features --locked -- -D warnings
uv run ruff check . && uv run mypy ai_session_search tests
The gate reproduces the required Rust, Python, license, and workflow-security commands that use the
current host and toolchain. The required CI matrix still owns macOS/Windows and CPython 3.12–3.14
coverage, and registry, path, and Git install pathways. That matrix has caught what a green local
gate could not: a test building a file:// URL by string interpolation passed where paths start
with a separator and failed on Windows, where the drive letter parses as the URL host.
Linux and the MSRV build are reachable locally without waiting for CI, on any host that runs containers:
./scripts/linux_container_gate.sh # ./run_ci_local.sh on Linux
./scripts/linux_container_gate.sh --rust 1.88.0 msrv # the two commands the msrv job runs
./scripts/linux_container_gate.sh bench-tui # registered TUI cases on Linux
./scripts/linux_container_gate.sh --platform linux/amd64 # emulated; the default is the host arch
It adds no checks — it runs the ones above inside docker/linux-gate.Dockerfile, so a check never
exists in two places. Read a green run for what it covers: Linux build, tests, packaging, and
install pathways at the host architecture. It omits cargo-deny, actionlint, and zizmor, which
inspect the dependency graph and workflow files and do not vary by host, and on Apple Silicon it
covers linux/arm64 unless --platform says otherwise. The host checkout is never mounted: a source
snapshot is streamed in and Cargo, uv, and the virtual environment write to container volumes, so a
Linux target/ cannot collide with the host toolchain's and a Linux .venv cannot replace the
host interpreter's.
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 · +27 lines · +425 tokens per session 306eb941670e
- 1mo ago First seen · 114 lines · 1,338 tokens per session scan A ee98f44f263e
ai-session-search AGENTS.md is an instructions file published in the GitHub repository ahundt/ai-session-search (50 stars, last pushed 2d ago), licensed Apache-2.0. It adds 1,763 tokens to every session, about $0.0071 per session on Opus 5.5. 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 2026-08-30.
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).
vscode model-prompts.instructions.md
Model-specific prompt authoring and registry guidelines.