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 skills/holetron-lab/fleet-memory/hindsight-docsnpx skills add Holetron-lab/fleet-memory --skill hindsight-docsgit clone --depth 1 https://github.com/Holetron-lab/fleet-memoryWrote 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/skills/holetron-lab/fleet-memory/hindsight-docs)<a href="https://agentmods.dev/skills/holetron-lab/fleet-memory/hindsight-docs"><img src="https://agentmods.dev/badge/skills/holetron-lab/fleet-memory/hindsight-docs.svg" alt="Measured on agentmods" 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 | $0.00030 | $0.00919 |
| Opus 5 | $0.00015 | $0.00460 |
| Sonnet 5 | $0.00006 | $0.00184 |
| Haiku 4.5 | $0.00003 | $0.00092 |
Grade A, and why
hindsight-docs 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 3d 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.
This is a copy
95% identical to hindsight-docs — 20 lines differ, which has more behind it and is treated as the original. This page carries a canonical link to it rather than competing with it.
How it starts
The opening of the file, as written. The whole thing — 121 lines — stays where its author put it; the contents beside it link to each section on GitHub.
Hindsight Documentation Skill
Complete technical documentation for Hindsight - a biomimetic memory system for AI agents.
When to Use This Skill
Use this skill when you need to:
- Understand Hindsight architecture and core concepts
- Learn about retain/recall/reflect operations
- Configure memory banks and dispositions
- Set up the Hindsight API server (Docker, Kubernetes, pip)
- Integrate with Python/Node.js/Rust SDKs
- Understand retrieval strategies (semantic, BM25, graph, temporal)
- Debug issues or optimize performance
- Review API endpoints and parameters
- Find cookbook examples and recipes
Documentation Structure
All documentation is in references/ organized by category:
references/
├── best-practices.md # START HERE — missions, tags, formats, anti-patterns
├── faq.md # Common questions and decisions
├── changelog/ # Release history and version changes (index.md + integrations/)
├── openapi.json # Full OpenAPI spec — endpoint schemas, request/response models
├── developer/
│ ├── api/ # Core operations: retain, recall, reflect, memory banks
│ └── *.md # Architecture, configuration, deployment, performance
├── sdks/
│ ├── *.md # Python, Node.js, CLI, embedded
│ └── integrations/ # LiteLLM, AI SDK, OpenClaw, MCP, skills
└── cookbook/
├── recipes/ # Usage patterns and examples
└── applications/ # Full application demos
How to Find Documentation
1. Find Files by Pattern (use Glob tool)
# Core API operations
references/developer/api/*.md
# SDK documentation
references/sdks/*.md
references/sdks/integrations/*.md
# Cookbook examples
references/cookbook/recipes/*.md
references/cookbook/applications/*.md
# Find specific topics
references/**/configuration.md
references/**/*python*.md
references/**/*deployment*.md
2. Search Content (use Grep tool)
# Search for concepts
pattern: "disposition" # Memory bank configuration
pattern: "graph retrieval" # Graph-based search
pattern: "helm install" # Kubernetes deployment
pattern: "document_id" # Document management
pattern: "HINDSIGHT_API_" # Environment variables
# Search in specific areas
path: references/developer/api/
pattern: "POST /v1" # Find API endpoints
path: references/cookbook/
pattern: "def |async def " # Find Python examples
What ships with it
55 files beside SKILL.md in the same directory: the scripts, references and assets a skill reads on demand. Not counted in the per-session cost; read them before you install if any of them is executable.
- references/best-practices.md 22 KB
- references/changelog/index.md 63 KB
- references/changelog/integrations/ag2.md 544 B
- references/changelog/integrations/ai-sdk.md 253 B
- references/changelog/integrations/autogen.md 604 B
- references/changelog/integrations/chat.md 257 B
- references/changelog/integrations/claude-code.md 1.8 KB
- references/changelog/integrations/codex.md 1.8 KB
- references/changelog/integrations/crewai.md 224 B
- references/changelog/integrations/langgraph.md 464 B
- references/changelog/integrations/litellm.md 1.4 KB
- references/changelog/integrations/llamaindex.md 902 B
- references/changelog/integrations/nemoclaw.md 502 B
- references/changelog/integrations/openclaw.md 5.6 KB
- references/changelog/integrations/paperclip.md 779 B
- references/changelog/integrations/pydantic-ai.md 250 B
- references/changelog/integrations/strands.md 623 B
- references/developer/admin-cli.md 5.2 KB
- references/developer/api/bank-templates.md 13 KB
- references/developer/api/documents.md 11 KB
- references/developer/api/main-methods.md 7.2 KB
- references/developer/api/memory-banks.md 19 KB
- references/developer/api/mental-models.md 15 KB
- references/developer/api/operations.md 3.2 KB
- references/developer/api/quickstart.md 3.3 KB
- references/developer/api/recall.md 22 KB
- references/developer/api/reflect.md 9.2 KB
- references/developer/api/retain.md 21 KB
- references/developer/api/webhooks.md 3.0 KB
- references/developer/configuration.md 76 KB
- references/developer/development.md 2.8 KB
- references/developer/extensions.md 9.4 KB
- references/developer/index.md 5.7 KB
- references/developer/installation.md 11 KB
- references/developer/mcp-server.md 15 KB
- references/developer/models.md 20 KB
- references/developer/monitoring.md 9.5 KB
- references/developer/multilingual.md 7.1 KB
- references/developer/observations.md 9.6 KB
- references/developer/performance.md 7.5 KB
- references/developer/rag-vs-hindsight.md 3.4 KB
- references/developer/reflect.md 10 KB
- references/developer/retain.md 8.3 KB
- references/developer/retrieval.md 8.5 KB
- references/developer/services.md 2.6 KB
- references/developer/storage.md 2.8 KB
- references/faq.md 14 KB
- references/openapi.json 271 KB
- references/sdks/cli.md 5.4 KB
- references/sdks/embed.md 6.5 KB
- references/sdks/go.md 1.6 KB
- references/sdks/hindsight-all-npm.md 4.9 KB
- references/sdks/hindsight-all.md 5.4 KB
- references/sdks/nodejs.md 3.1 KB
- references/sdks/python.md 4.9 KB
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.
- 3d ago First seen · 121 lines · 30 tokens per session scan A 31599af119d1
hindsight-docs is a skill published in the GitHub repository Holetron-lab/fleet-memory (0 stars, last pushed 6d ago), licensed MIT. It adds 30 tokens to every session and 919 once invoked, about $0.0002 per session on Opus 5. A static security scan graded it A with 0 findings. It is 95% identical to hindsight-docs, differing in 20 lines, and is treated as a copy.
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