Borrowing it
Nothing to install: this file belongs to pioneerdotai/pioneer. 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/pioneerdotai/pioneer/main/AGENTS.mdgit clone --depth 1 https://github.com/pioneerdotai/pioneerWrote 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/pioneerdotai/pioneer/agents-md)<a href="https://agentmods.dev/instructions/pioneerdotai/pioneer/agents-md"><img src="https://agentmods.dev/badge/instructions/pioneerdotai/pioneer/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/pioneerdotai/pioneer/agents-md"><img src="https://agentmods.dev/badge/instructions/pioneerdotai/pioneer/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 | $0.01291 | $0.01291 |
| Opus 5 | $0.00646 | $0.00646 |
| Sonnet 5 | $0.00258 | $0.00258 |
| Haiku 4.5 | $0.00129 | $0.00129 |
Grade A, and why
pioneer 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 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 — 144 lines — stays where its author put it; the contents beside it link to each section on GitHub.
Database Architecture
These rules apply to the whole repository. More specific AGENTS.md files may
add crate-local rules, but must not weaken the database invariants below.
Runtime Model
The Gateway SQLite runtime has two independent contours:
- a read-only reader pool, protected with
PRAGMA query_only=ON; - one serialized writer executor, because SQLite still has only one effective writer.
All database access must go through SqliteDatabase, CrudStore, and the
existing repositories. Do not open ad hoc SQLite connections, use the writer
pool directly, acquire scheduling permits manually, or bypass the writer
executor.
Row-returning SQL is routed from the actual statement. Ordinary reads use the
reader pool; writes, write transactions, and mutating ... RETURNING
statements use the writer. A SELECT that invokes a mutating SQLite extension
must use the explicit writer query API.
Scheduling Classes
Database handles carry their scheduling class. Queries and repositories must inherit the class from the scoped handle instead of classifying individual call sites.
Interactiveis the default for request work whose result a client is waiting for.Maintenancemust be selected explicitly for background scanning, reconciliation, compression, migration/backfill, cleanup, indexing, and periodic work. UseCrudStore::with_maintenance_access()so both reads and writes are scoped correctly.Criticalwrites are reserved for narrowly defined control-plane or correctness work that must outrank ordinary writes. Background discovery that needs critical commits must usewith_maintenance_reads_and_critical_writes(); it must not turn its reads interactive.
Do not classify work from actor kind, repository method, SQL text at the call site, or an arbitrary timeout. Do not promote background work to interactive or critical to make a test or latency symptom disappear.
Never Hold Database Capacity During Other Work
A writer reservation, write transaction, read transaction, query stream, or maintenance-read permit may be held only while performing the immediate, necessary database operation.
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 · 144 lines · 1,291 tokens per session scan A 5cd5e5ae43d2
pioneer AGENTS.md is an instructions file published in the GitHub repository pioneerdotai/pioneer (11 stars, last pushed yesterday), licensed MIT. It adds 1,291 tokens to every session, about $0.0065 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 2026-09-04.
Other instructions, from other repositories
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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.
spec-kit AGENTS.md
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.