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hindsight-docs

Consult bundled technical documentation to understand and integrate Hindsight, a memory system for AI agents. Find guidance on storing and retrieving memories, API calls, configuration, deployment, SDKs, troubleshooting, and performance.

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原文查看原文说明

Complete Hindsight documentation for AI agents. Use this to learn about Hindsight architecture, APIs, configuration, and best practices.

集成工具Kubernetes
查看安装方法

适用场景

  • Learning how memory storage and retrieval work
  • Checking API endpoints and request parameters
  • Planning server setup and SDK integration
  • Investigating errors and performance issues

包含的文件(163)

  • SKILL.md3.7 KB
  • references/best-practices.md22.0 KB
  • references/changelog/index.md816.7 KB
  • references/changelog/integrations/ag2.md1.2 KB
  • references/changelog/integrations/agent-framework.md1.2 KB
  • references/changelog/integrations/agentcore.md3.9 KB
  • references/changelog/integrations/agno.md2.1 KB
  • references/changelog/integrations/ai-sdk.md3.6 KB
  • references/changelog/integrations/aider.md1.9 KB
  • references/changelog/integrations/autogen.md1.8 KB
  • references/changelog/integrations/chat.md1.8 KB
  • references/changelog/integrations/claude-agent-sdk.md1.2 KB
  • references/changelog/integrations/claude-code.md30.9 KB
  • references/changelog/integrations/cline.md2.0 KB
  • references/changelog/integrations/cloudflare-oauth-proxy.md707 B
  • references/changelog/integrations/codex.md6.8 KB
  • references/changelog/integrations/coding-agents.md105.8 KB
  • references/changelog/integrations/composio.md2.1 KB
  • references/changelog/integrations/continue.md2.0 KB
  • references/changelog/integrations/copilot-cli.md1.2 KB
  • references/changelog/integrations/crewai.md1.0 KB
  • references/changelog/integrations/cursor-cli.md3.0 KB
  • references/changelog/integrations/cursor.md6.3 KB
  • references/changelog/integrations/devin-desktop.md2.2 KB
  • references/changelog/integrations/dify.md2.1 KB
  • references/changelog/integrations/eliza.md1.2 KB
  • references/changelog/integrations/eve.md4.8 KB
  • references/changelog/integrations/flowise.md2.2 KB
  • references/changelog/integrations/github-copilot.md1.2 KB
  • references/changelog/integrations/google-adk.md2.9 KB
  • references/changelog/integrations/haystack.md1.4 KB
  • references/changelog/integrations/hermes.md22.2 KB
  • references/changelog/integrations/langgraph.md4.7 KB
  • references/changelog/integrations/litellm.md4.0 KB
  • references/changelog/integrations/llamaindex.md3.1 KB
  • references/changelog/integrations/meta-muse.md2.8 KB
  • references/changelog/integrations/n8n.md4.7 KB
  • references/changelog/integrations/nemoclaw.md709 B
  • references/changelog/integrations/obsidian.md6.7 KB
  • references/changelog/integrations/omo.md1.2 KB
  • references/changelog/integrations/openai-agents.md3.2 KB
  • references/changelog/integrations/openclaw.md44.7 KB
  • references/changelog/integrations/opencode.md14.6 KB
  • references/changelog/integrations/openhands.md2.0 KB
  • references/changelog/integrations/paperclip.md12.3 KB
  • references/changelog/integrations/pipecat.md3.6 KB
  • references/changelog/integrations/pydantic-ai.md1.0 KB
  • references/changelog/integrations/roo-code.md1.9 KB
  • references/changelog/integrations/smolagents.md3.1 KB
  • references/changelog/integrations/strands.md2.0 KB
  • references/changelog/integrations/superagent.md1.2 KB
  • references/changelog/integrations/vapi.md2.1 KB
  • references/changelog/integrations/zcode.md1.2 KB
  • references/changelog/integrations/zed.md2.0 KB
  • references/cloud-enterprise/enterprise.md4.3 KB
  • references/cloud-enterprise/hindsight-cloud.md2.4 KB
  • references/cloud-enterprise/overview.md2.4 KB
  • references/developer/admin-cli.md21.9 KB
  • references/developer/api/bank-templates.md15.2 KB
  • references/developer/api/documents.md16.8 KB
  • references/developer/api/knowledge-pages.md25.8 KB
  • references/developer/api/main-methods.md7.9 KB
  • references/developer/api/memories.md18.4 KB
  • references/developer/api/memory-banks.md65.7 KB
  • references/developer/api/mental-models.md61.9 KB
  • references/developer/api/operations.md19.8 KB
  • references/developer/api/quickstart.md4.8 KB
  • references/developer/api/recall.md38.2 KB
  • references/developer/api/reflect.md18.6 KB
  • references/developer/api/retain.md29.6 KB
  • references/developer/api/webhooks.md8.5 KB
  • references/developer/configuration.md267.6 KB
  • references/developer/development.md3.1 KB
  • references/developer/extensions.md29.4 KB
  • references/developer/index.md11.2 KB
  • references/developer/installation.md19.0 KB
  • references/developer/knowledge-pages.md5.8 KB
  • references/developer/mcp-server.md32.2 KB
  • references/developer/memory-defense/index.md5.6 KB
  • references/developer/mental-models.md5.5 KB
  • references/developer/models.md63.7 KB
  • references/developer/monitoring.md17.9 KB
  • references/developer/multilingual.md14.2 KB
  • references/developer/observations.md25.7 KB
  • references/developer/oracle.md12.6 KB
  • references/developer/performance.md13.0 KB
  • references/developer/rag-vs-hindsight.md3.4 KB
  • references/developer/reflect.md14.4 KB
  • references/developer/retain.md18.3 KB
  • references/developer/retrieval.md23.1 KB
  • references/developer/services.md4.6 KB
  • references/developer/storage.md3.3 KB
  • references/faq.md22.1 KB
  • references/openapi.json612.8 KB
  • references/sdks/cli.md12.1 KB
  • references/sdks/embed.md8.6 KB
  • references/sdks/go.md1.6 KB
  • references/sdks/hindsight-all-npm.md4.8 KB
  • references/sdks/hindsight-all.md5.6 KB
  • references/sdks/integrations/ag2.md6.1 KB
  • references/sdks/integrations/agent-framework.md2.3 KB
  • references/sdks/integrations/agent-plugin.md6.6 KB
  • references/sdks/integrations/agentcore.md5.8 KB
  • references/sdks/integrations/agno.md6.4 KB
  • references/sdks/integrations/ai-sdk.md6.5 KB
  • references/sdks/integrations/aider.md2.0 KB
  • references/sdks/integrations/autogen.md7.4 KB
  • references/sdks/integrations/chat.md5.4 KB
  • references/sdks/integrations/chatgpt.md7.9 KB
  • references/sdks/integrations/claude-agent-sdk.md1.8 KB
  • references/sdks/integrations/claude-code.md20.3 KB
  • references/sdks/integrations/cline.md3.4 KB
  • references/sdks/integrations/codex.md10.0 KB
  • references/sdks/integrations/coding-agents.md106.3 KB
  • references/sdks/integrations/composio.md6.6 KB
  • references/sdks/integrations/context-forge.md8.8 KB
  • references/sdks/integrations/continue.md2.5 KB
  • references/sdks/integrations/copilot-cli.md11.2 KB
  • references/sdks/integrations/crewai.md8.1 KB
  • references/sdks/integrations/cursor-cli.md8.8 KB
  • references/sdks/integrations/cursor.md12.4 KB
  • references/sdks/integrations/devin-desktop.md3.0 KB
  • references/sdks/integrations/dify.md3.4 KB
  • references/sdks/integrations/eliza.md3.2 KB
  • references/sdks/integrations/eve.md6.8 KB
  • references/sdks/integrations/flowise.md3.8 KB
  • references/sdks/integrations/gemini-spark.md3.6 KB
  • references/sdks/integrations/github-copilot.md2.1 KB
  • references/sdks/integrations/google-adk.md5.4 KB
  • references/sdks/integrations/grok-bot.md4.4 KB
  • references/sdks/integrations/haystack.md3.5 KB
  • references/sdks/integrations/hermes-desktop.md3.5 KB
  • references/sdks/integrations/hermes.md28.9 KB
  • references/sdks/integrations/langgraph.md12.8 KB
  • references/sdks/integrations/litellm.md14.5 KB
  • references/sdks/integrations/llamaindex.md8.0 KB
  • references/sdks/integrations/local-mcp.md6.2 KB
  • references/sdks/integrations/meta-muse.md4.1 KB
  • references/sdks/integrations/n8n.md3.3 KB
  • references/sdks/integrations/nemoclaw.md8.0 KB
  • references/sdks/integrations/obsidian.md6.3 KB
  • references/sdks/integrations/omnigent.md4.9 KB
  • references/sdks/integrations/omo.md8.8 KB
  • references/sdks/integrations/openai-agents.md9.3 KB
  • references/sdks/integrations/openclaw.md29.2 KB
  • references/sdks/integrations/opencode.md6.7 KB
  • references/sdks/integrations/openhands.md1.8 KB
  • references/sdks/integrations/paperclip.md4.4 KB
  • references/sdks/integrations/perplexity.md9.4 KB
  • references/sdks/integrations/pipecat.md4.0 KB
  • references/sdks/integrations/pydantic-ai.md6.7 KB
  • references/sdks/integrations/right-agent.md6.9 KB
  • references/sdks/integrations/roo-code.md3.5 KB
  • references/sdks/integrations/skills.md8.9 KB
  • references/sdks/integrations/smolagents.md6.3 KB
  • references/sdks/integrations/strands.md6.8 KB
  • references/sdks/integrations/superagent.md3.3 KB
  • references/sdks/integrations/vapi.md4.2 KB
  • references/sdks/integrations/zapier.md4.7 KB
  • references/sdks/integrations/zcode.md7.3 KB
  • references/sdks/integrations/zed.md2.8 KB
  • references/sdks/nodejs.md3.9 KB
  • references/sdks/python.md5.8 KB

SKILL.md(原文)

安装前可以查看交给 AI 代理的指令内容。

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

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/ # Framework and tool integrations

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

# 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/sdks/
pattern: "def |async def "    # Find Python examples

3. Read Full Documentation (use Read tool)

references/developer/api/retain.md
references/sdks/python.md
references/sdks/integrations/litellm.md

Start Here: Best Practices

Before reading API docs, read the best practices guide. It covers practical rules for missions, tags, content format, observation scopes, and anti-patterns — the fastest way to integrate correctly.

references/best-practices.md

Key Concepts

  • Memory Banks: Isolated memory stores (one per user/agent)
  • Retain: Store memories (auto-extracts facts/entities/relationships)
  • Recall: Retrieve memories (4 parallel strategies: semantic, BM25, graph, temporal)
  • Reflect: Disposition-aware reasoning using memories
  • document_id: Groups messages in a conversation (upsert on same ID)
  • Dispositions: Skepticism, literalism, empathy traits (1-5) affecting reflect
  • Mental Models: Consolidated knowledge synthesized from facts

Notes

  • Code examples are inlined from working examples
  • Configuration uses HINDSIGHT_API_* environment variables
  • Database migrations run automatically on startup
  • Multi-bank queries require client-side orchestration
  • Use document_id for conversation evolution (same ID = upsert)

Auto-generated from hindsight-docs/docs/ and hindsight-docs/docs-integrations/. Run ./scripts/generate-docs-skill.sh to update.

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同一仓库的技能

Record task handoffs between Bots in shared Hindsight memory, including progress, remaining work, sources, and caveats. Other Bots can retrieve the record later, continue unfinished work, and report the outcome back through shared memory.

中文简介正在准备中。当前显示英语简介。

  • Handing unfinished work to another Bot
  • Resuming a task started by another Bot
  • Sharing findings with Bots outside the current conversation
vectorize-io/hindsight5.1万2026年10月19日 更新

Review changed code against project rules and report missing tests, unused code, typing problems, and style violations. It also checks API design and data isolation, helping developers identify issues after implementation.

中文简介正在准备中。当前显示英语简介。

  • Reviewing changes after implementation
  • Finding missing tests and unused code
  • Checking Python types and API design
vectorize-io/hindsight5.1万2026年10月19日 更新

Create a specialized Claude Code subagent with Hindsight long-term memory. Start with an empty agent or import prepared documents, then equip it with knowledge pages and memory search to reuse information across sessions.

中文简介正在准备中。当前显示英语简介。

  • Create a specialized agent that remembers across sessions
  • Build an agent from prepared reference documents
  • Start an empty agent and add knowledge over time
vectorize-io/hindsight5.1万2026年10月19日 更新

figure

免费

Create an animated diagram showing request flows, background jobs, or feature changes. The result is a single SVG image for README files, pull requests, issues, or blog posts, with support for light and dark themes.

中文简介正在准备中。当前显示英语简介。

  • Explaining request and data flows
  • Illustrating how a background job works
  • Showing feature changes in a pull request
vectorize-io/hindsight5.1万2026年10月19日 更新

Plan how an AI application should use Hindsight memory. Identify useful information to retain, define user-scoping tags and memory bank settings, and specify how retrieved facts and synthesized knowledge should reach the model.

中文简介正在准备中。当前显示英语简介。

  • Plan memory that carries conversation context across sessions
  • Design tags that separate each user's memories
  • Plan summaries of customer preferences and recurring issues
vectorize-io/hindsight5.1万2026年10月19日 更新

Store project conventions, task outcomes, and troubleshooting lessons in a shared Hindsight Cloud memory bank. Retrieve relevant context before new work, or synthesize past experience to guide decisions and help teammates reuse what has been learned.

中文简介正在准备中。当前显示英语简介。

  • Save project coding and testing conventions
  • Share failure causes, fixes, and workarounds
  • Retrieve related lessons before starting a task
vectorize-io/hindsight5.1万2026年10月19日 更新

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