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 agents/threefish-ai/negentropy/knowledge-mapgit clone --depth 1 https://github.com/ThreeFish-AI/negentropyWhat 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 | $0.00000 | $0.00572 |
| Opus 5 | $0.00000 | $0.00286 |
| Sonnet 5 | $0.00000 | $0.00114 |
| Haiku 4.5 | $0.00000 | $0.00057 |
Grade A, and why
knowledge-map 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 2d 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.
What it actually says
Knowledge Map（知识索引）
本项目所有文档与关键模块的索引入口，按主题分组。文档目录变更时必须 同步更新本表（AGENTS.md 「Knowledge Map」条款）。
协作约定
- AGENTS.md — 工程行为准则、命令规范、Pre-commit 流程。
- browser-validation.md — 浏览器自动化与登录态约束。
- reference-specifications.md — IEEE 引用规范。
PDF Pipeline
- pdf-engine-selection.md — Adaptive Engine
Selection 决策图（PR #163）：
DocumentCharacteristics驱动的 Stage 短路 与 tool 重排。 - apple-silicon-tuning.md — Apple M 系列 GPU 调优指南：设备探测、代次缩放、Docling/MinerU/Marker 各引擎的 MPS 策略、 PyMuPDF 多页并行。
- ../framework.md — PDF/Webpage 双 Pipeline 整体架构、 10 Stage 流程、5 级引擎降级链。
- ../user-guide.md — MCP 工具使用指南。
- ../issue.md — 历史 Issue 摘要与教训。
基准与脚本
- scripts/benchmark/parse_pdf_bench.py
—
parse_pdf_to_markdown端到端基准测试（输出每 Stageengine_used/elapsed_ms/selector_decision）。
测试入口
- 单元：
tests/unit/（含test_engine_selector.py、test_chip_generation.py、test_pymupdf_parallel.py、test_engine_init_kwargs.py等） - 集成：
tests/integration/ - 运行：
scripts/test/run-tests.sh
配置
- 默认配置：
src/negentropy/perceives/config.default.yaml - Settings 定义：
src/negentropy/perceives/config.py - 环境变量前缀：
NEGENTROPY_PERCEIVES_
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.
- 2d ago First seen · 48 lines · 0 tokens per session scan A 9fcb6a15dff3
knowledge-map is an agent published in the GitHub repository ThreeFish-AI/negentropy (10 stars, last pushed 2d ago), licensed Apache-2.0. It costs nothing until one of its globs matches a file; then it loads 572 tokens. 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 2026-08-31.
Other agents, from other repositories
README
This folder consolidates, in a single location, the SoT for the project's five multi-agent roles plus the Universal Cycle skeleton. It is modeled on the role system of a Korean newspaper, and each role is self-contained in its capability boundary, I/O contract, and prompt template.
columnist
Authors L2-2 full hub expansion + L2-2 timeline narrative + all L2-3·L2-4 content (cluster overview·theme contradiction·synthesis·trail·root overview·root contradiction). Deep cross-source sequential reading + synthesis. Performs the GROUND·APPLY·ADAPT cycle stages together. No direct external WebSearch.
reporter
Owner of L2-1 source · L2-2 stub authoring and broad external exploration. raw input (.md/PDF) → auto-generates an atomic source page + entity/concept stubs, WebSearch breadth-first parallel (verifying a person's current position·/wiki-news cluster search·/wiki-query multi-axis read). For the cycle stages, performs…
code-reviewer
Adversarial multi-dimensional code review — security, performance, correctness, spec compliance, maintainability. Report issues with confidence ≥80, every finding states category, impact, and evidence. Runs after component-builder in BUILD workflows.
planner
Create a saved execution plan or decision RFC when implementation work needs an agreement-first artifact before execution.
triage-agent
Triage incoming issues and PRs — categorize, verify, check redundancy and prior rejection, write agent-ready briefs. Read-only. Routes: TRIAGE workflow.