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hindsight-cloud

Store team knowledge, project conventions, and learnings from tasks. Use to remember what works and recall context before new tasks. Connects to Hindsight Cloud. (user)

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vectorize-io/hindsight
ソースの最終更新活動
2026年3月16日 17:37
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英語
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SKILL.md
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name
hindsight-cloud
description
Store team knowledge, project conventions, and learnings from tasks. Use to remember what works and recall context before new tasks. Connects to Hindsight Cloud. (user)
# Hindsight Memory Skill (Cloud) You have persistent memory via **Hindsight Cloud**. This memory bank is **shared with the team**, so knowledge stored here benefits everyone working on this codebase. **Proactively store team knowledge and recall context** to provide better assistance. ## Setup Check (First-Time Only) Before using memory commands, verify the Hindsight CLI is configured: ```bash cat ~/.hindsight/config ``` **If the file doesn't exist or is missing credentials**, help the user set it up: 1. **Install the CLI** (if `hindsight` command not found): ```bash curl -fsSL https://hindsight.vectorize.io/get-cli | bash ``` 2. **Create the config file** - ask the user for their **API Key** (get it from https://ui.hindsight.vectorize.io): ```bash mkdir -p ~/.hindsight cat > ~/.hindsight/config << 'EOF' api_url = "https://api.hindsight.vectorize.io" api_key = "<user's API key>" EOF chmod 600 ~/.hindsight/config ``` 3. **Get the bank ID** - ask the user for their team's bank ID (e.g., `team-myproject`) After setup, use the bank ID in all commands below. ## How Hindsight Works When you call `retain`, Hindsight does **not** store the string as-is. The server runs an internal pipeline that: 1. **Extracts structured facts** from the content using an LLM 2. **Identifies entities** (people, tools, concepts) and links related facts 3. **Builds temporal and causal relationships** between facts 4. **Generates embeddings** for semantic search This means you should pass **rich, full-context content** — the server is better at extracting what matters than a pre-summarized string. Your job is to decide **when** to store, not **what** to extract. ## Commands Replace `<bank-id>` with the user's actual bank ID (e.g., `team-frontend`). ### Store a memory Use `memory retain` to store what you learn. Pass full context — raw observations, session notes, or detailed descriptions: ```bash hindsight memory retain <bank-id> "The project uses ESLint configured with the Airbnb rule set and Prettier for formatting. Auto-fix on save is enabled in the editor config." hindsight memory retain <bank-id> "Ran the test suite with NODE_ENV=test. Tests pass. Without NODE_ENV=test, the suite fails with a missing config error." --context procedures hindsight memory retain <bank-id> "Build failed on Node 18 with error 'ERR_UNSUPPORTED_ESM_URL_SCHEME'. Switched to Node 20 and build succeeded." --context learnings hindsight memory retain <bank-id> "Alice reviewed the PR and asked for verbose commit messages that explain the motivation, not just what changed." --context preferences ``` You can also pass a raw conversation transcript with timestamps: ```bash hindsight memory retain <bank-id> "[2026-03-16T10:12:03] User: The auth tests keep failing on CI but pass locally. Any idea? [2026-03-16T10:12:45] Assistant: Let me check the CI logs. Looks like the tests are running without the TEST_DATABASE_URL env var set — they fall back to the production DB URL and hit a connection timeout. [2026-03-16T10:13:20] User: Ah right, I never added that to the CI secrets. Adding it now. [2026-03-16T10:15:02] User: That fixed it. All green now." --context learnings ``` ### Recall memories Use `memory recall` BEFORE starting tasks to get relevant context: ```bash hindsight memory recall <bank-id> "project conventions and coding standards" hindsight memory recall <bank-id> "Alice preferences for this project" hindsight memory recall <bank-id> "what issues have we encountered before" hindsight memory recall <bank-id> "how does the auth module work" ``` ### Reflect on memories Use `memory reflect` to synthesize context: ```bash hindsight memory reflect <bank-id> "How should I approach this task based on past experience?" ``` ## IMPORTANT: When to Store Memories This is a **shared team bank**. Store knowledge that benefits the team. For individual preferences, include the person's name. ### Project/Team Conventions (shared) - Coding standards ("Project uses 2-space indentation") - Required tools and versions ("Project requires Node 20+, PostgreSQL 15+") - Linting and formatting rules ("ESLint with Airbnb config") - Testing conventions ("Integration tests require Docker running") - Branch naming and PR conventions ### Individual Preferences (attribute to person) - Personal coding style ("Alice prefers explicit type annotations") - Communication preferences ("Bob prefers detailed PR descriptions") - Tool preferences ("Carol uses vim keybindings") ### Procedure Outcomes - Steps that successfully completed a task - Commands that worked (or failed) and why - Workarounds discovered - Configuration that resolved issues ### Learnings from Tasks - Bugs encountered and their solutions - Performance optimizations that worked - Architecture decisions and rationale - Dependencies or version requirements ### Team Knowledge - Onboarding information for new team members - Common pitfalls and how to avoid them - Architecture decisions and their rationale - Integration points with external systems - Domain knowledge and business logic explanations ## IMPORTANT: When to Recall Memories **Always recall** before: - Starting any non-trivial task - Making decisions about implementation - Suggesting tools, libraries, or approaches - Writing code in a new area of the project - When answering questions about the codebase - When a team member asks how something works ## Best Practices 1. **Store immediately**: When you discover something, store it right away 2. **Pass rich context**: Include full observations, not pre-summarized strings — the server extracts facts automatically 3. **Include outcomes**: Store what happened AND why, including failures and workarounds 4. **Recall first**: Always check for relevant context before starting work 5. **Think team-first**: Store knowledge that would help other team members 6. **Attribute individual preferences**: Store "Alice reviewed the PR and asked for X" not just "User prefers X" 7. **Distinguish project vs personal**: Project conventions apply to everyone; personal preferences are per-person 8. **Use `--context` for metadata**: The `--context` flag labels the type of memory (e.g., `procedures`, `learnings`, `preferences`), not a replacement for full content
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