Borrowing it
Nothing to install: this file belongs to bill-kopp-ai-dev/percival-deep-research. 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/bill-kopp-ai-dev/percival-deep-research/main/AGENTS.mdgit clone --depth 1 https://github.com/bill-kopp-ai-dev/percival-deep-researchWrote 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/bill-kopp-ai-dev/percival-deep-research/agents-md)<a href="https://agentmods.dev/instructions/bill-kopp-ai-dev/percival-deep-research/agents-md"><img src="https://agentmods.dev/badge/instructions/bill-kopp-ai-dev/percival-deep-research/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/bill-kopp-ai-dev/percival-deep-research/agents-md"><img src="https://agentmods.dev/badge/instructions/bill-kopp-ai-dev/percival-deep-research/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 | $0.00895 | $0.00895 |
| Opus 5.5 | $0.00358 | $0.00358 |
| Sonnet 5.5 | $0.00179 | $0.00179 |
| Haiku 4.5 | $0.00089 | $0.00089 |
Grade A, and why
percival-deep-research 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 6d 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 — 75 lines — stays where its author put it; the contents beside it link to each section on GitHub.
Owner and operating model
Bill Kopp ([email protected]) is the sole owner, operator, decision-maker,
and signatory for this application and its IaC. The company is Positronic Bean
Labs (PBLabs), website labs.positronicbean.com. Bill is the only person
currently working on these projects.
- A direct instruction or decision from Bill authorizes the work within its stated scope. Do not request a second approval, repeat an already recorded decision, or invent another owner/reviewer or handoff.
- Keep process proportional: use one canonical source of truth and record evidence once per relevant source revision or image ID. Link to that evidence instead of duplicating it across plans and reports. Run only checks relevant to the changed risk; do not repeat equivalent checks as separate acceptance gates.
- An instruction authorizes only its stated scope. Do not infer production changes or publication from approval of local work or a test rollout.
- Before a runtime mutation, verify the target and its current image/configuration and preserve a practical rollback path. Use the owning manager and its supported interface; never edit manager state by hand. This is an operational safety check, not an additional approval gate.
Working conventions
- Lint/format:
uv run --with ruff ruff check .+uv run --with ruff ruff format .. - Tests:
uv run pytest -q(coverage>=70%enforced by the canonical command itself, viaaddoptsinpyproject.toml). - Patch
gpt-researcher: runuv run python scripts/patch_gpt_researcher.pyafter eachuv syncuntil upstream fixesNameError: name 'Any'. The script is a no-op for unaffected versions and refuses unsupported versions. - Research runs in an isolated worker process
(
percival_research/research_worker.py); the parent enforces the timeout and kills the worker. Do not move the pipeline back in-process. - Conventional Commits; scope = area afetada.
- Preserve hardening in every change: external content remains wrapped in an
XML envelope or prefixed with
[SECURITY WARNING:...].
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.
- 6d ago Changed · +22 lines · +247 tokens per session c034d58edef4
- 8d ago Changed · +10 lines · +178 tokens per session fbf4ca5feda0
- 13d ago First seen · 43 lines · 470 tokens per session scan A 88ec59e68b00
percival-deep-research AGENTS.md is an instructions file published in the GitHub repository bill-kopp-ai-dev/percival-deep-research (0 stars, last pushed 2d ago), licensed MIT. It adds 895 tokens to every session, about $0.0036 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 2026-10-25.
percival-deep-research AGENTS.md compared with instructions from other repositories
| Mod | Type | Stars | Last push | Licence | Scan | Tokens | Works with |
|---|---|---|---|---|---|---|---|
| percival-deep-research AGENTS.mdbill-kopp-ai-dev/percival-deep-research | Instructions file | 0 | 2d ago | MIT | A | 895 | Codex, OpenCode |
| vscode buildNext.instructions.mdmicrosoft/vscode | Instructions file | 195k | yesterday | MIT | A | 9,719 | GitHub Copilot |
| next.js AGENTS.mdvercel/next.js | Instructions file | 143k | yesterday | MIT | A | 7,461 | Codex, OpenCode |
| langchain AGENTS.mdlangchain-ai/langchain | Instructions file | 149k | yesterday | MIT | A | 4,680 | Codex, OpenCode |
| vscode oss-third-party-notices.instructions.mdmicrosoft/vscode | Instructions file | 195k | yesterday | MIT | A | 5,516 | GitHub Copilot |
| vscode copilot-instructions.mdmicrosoft/vscode | Instructions file | 195k | yesterday | MIT | A | 3,093 | GitHub Copilot |
| deepseek-harness AGENTS.mddeepseek-ai/deepseek-harness | Instructions file | 274k | 2d ago | MIT | A | 4,313 | Codex, OpenCode |