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README.md

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[![License: MIT](https://img.shields.io/badge/License-MIT-yellow.svg)](LICENSE)
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[![LiteLLM](https://img.shields.io/badge/LLM-LiteLLM-111111?style=flat)](https://github.com/BerriAI/litellm)
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[![Neo4j](https://img.shields.io/badge/graph-Neo4j-008CC1?style=flat&logo=neo4j&logoColor=white)](https://neo4j.com/)
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[![Docs](https://img.shields.io/badge/docs-GitHub-24292f?style=flat&logo=github)](https://github.com/hackdavid/Engram/tree/main/docs)
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[![Docs](https://img.shields.io/badge/docs-GitHub-24292f?style=flat&logo=github)](https://github.com/hackdavid/engram-memory/tree/main/docs)
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**Ingest once with the LLM → recall with graph + vectors + scoring — no LLM on the read path.**
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🧠 **Structured** · ⚡ **Async-first** · 🔌 **100+ models via [LiteLLM](https://docs.litellm.ai/)** · 🛡️ **Decay, cache, rate limits** · 🚀 **Production-minded**
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📖 **[Developer docs](https://github.com/hackdavid/Engram/tree/main/docs)** · **[GitHub](https://github.com/hackdavid/Engram)** · **[Issues](https://github.com/hackdavid/Engram/issues)**
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📖 **[Developer docs](https://github.com/hackdavid/engram-memory/tree/main/docs)** · **[GitHub](https://github.com/hackdavid/engram-memory)** · **[Issues](https://github.com/hackdavid/engram-memory/issues)**
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[Why Engram](#why-engram-next-generation-memory) · [Docs](#documentation) · [Verify LiteLLM](#verify-your-model-with-litellm-first) · [Install](#installation) · [Quick start](#quick-start) · [Contributing](#contributing) · [License](#license)
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| [API overview](docs/api-overview.md) | Clients, models, exceptions |
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| [Production & operations](docs/production.md) | Health, `engram_memory-e2e`, logging |
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On **PyPI**, the package metadata includes a **Documentation** URL that points to the same [`docs/` tree on GitHub](https://github.com/hackdavid/Engram/tree/main/docs).
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On **PyPI**, the package metadata includes a **Documentation** URL that points to the same [`docs/` tree on GitHub](https://github.com/hackdavid/engram-memory/tree/main/docs).
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---
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**PyPI release is in progress.** Until the package is published, install from this repository:
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```bash
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git clone https://github.com/hackdavid/Engram.git
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cd Engram
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git clone https://github.com/hackdavid/engram-memory.git
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cd engram-memory
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pip install -e .
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```
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docs/README.md

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| Resource | Link |
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|----------|------|
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| **Repository** | [github.com/hackdavid/Engram](https://github.com/hackdavid/Engram) |
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| **Install** | Clone [hackdavid/Engram](https://github.com/hackdavid/Engram) and `pip install -e .` until PyPI release; then `pip install engram_memory` |
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| **License** | [MIT](https://github.com/hackdavid/Engram/blob/main/LICENSE) |
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| **Repository** | [github.com/hackdavid/engram-memory](https://github.com/hackdavid/engram-memory) |
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| **Install** | Clone [hackdavid/engram-memory](https://github.com/hackdavid/engram-memory) and `pip install -e .` until PyPI release; then `pip install engram_memory` |
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| **License** | [MIT](https://github.com/hackdavid/engram-memory/blob/main/LICENSE) |
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## Documentation map
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| [API overview](api-overview.md) | Clients, models, exceptions, async vs sync |
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| [Production & operations](production.md) | Health checks, `engram_memory-e2e`, live tests, hooks, logging |
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The [root README](https://github.com/hackdavid/Engram/blob/main/README.md) remains the high-level product overview, feature list, and full configuration table.
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The [root README](https://github.com/hackdavid/engram-memory/blob/main/README.md) remains the high-level product overview, feature list, and full configuration table.
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## Quick orientation
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docs/api-overview.md

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## Hooks
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The `Hook` protocol and `LoggerHook` live under `engram.hooks`. Use them to wrap or instrument `ingest` / `recall` in your application layer (audit, redaction, metrics). See **Plugin Hooks** in the [main README](https://github.com/hackdavid/Engram/blob/main/README.md#plugin-hooks).
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The `Hook` protocol and `LoggerHook` live under `engram.hooks`. Use them to wrap or instrument `ingest` / `recall` in your application layer (audit, redaction, metrics). See **Plugin Hooks** in the [main README](https://github.com/hackdavid/engram-memory/blob/main/README.md#plugin-hooks).
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## Pipelines (conceptual)
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5. Composite scoring and ranking
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6. Cache result, return `RecallResult`
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Detailed ASCII diagrams live in the [main README](https://github.com/hackdavid/Engram/blob/main/README.md#how-it-works) under **How It Works**.
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Detailed ASCII diagrams live in the [main README](https://github.com/hackdavid/engram-memory/blob/main/README.md#how-it-works) under **How It Works**.

docs/configuration.md

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## Full table
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For a single-page dump of every variable, see the **Configuration Reference** section in the [main README](https://github.com/hackdavid/Engram/blob/main/README.md#configuration-reference).
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For a single-page dump of every variable, see the **Configuration Reference** section in the [main README](https://github.com/hackdavid/engram-memory/blob/main/README.md#configuration-reference).

docs/getting-started.md

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**PyPI release is in progress.** For now, clone and install in editable mode:
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```bash
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git clone https://github.com/hackdavid/Engram.git
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cd Engram
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git clone https://github.com/hackdavid/engram-memory.git
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cd engram-memory
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pip install -e .
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```
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## Minimal environment
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Create `.env` at the repo root or under `engram_memory/.env` (see [.env.example](https://github.com/hackdavid/Engram/blob/main/.env.example) in the repository). Minimum:
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Create `.env` at the repo root or under `engram_memory/.env` (see [.env.example](https://github.com/hackdavid/engram-memory/blob/main/.env.example) in the repository). Minimum:
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```bash
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export NEO4J_URI="bolt://localhost:7687"

docs/production.md

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## Where to get help
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- **Issues:** [github.com/hackdavid/Engram/issues](https://github.com/hackdavid/Engram/issues)
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- **Contributing:** [README — Contributing](https://github.com/hackdavid/Engram/blob/main/README.md#-contributing)
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- **Issues:** [github.com/hackdavid/engram-memory/issues](https://github.com/hackdavid/engram-memory/issues)
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- **Contributing:** [README — Contributing](https://github.com/hackdavid/engram-memory/blob/main/README.md#-contributing)
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images/generate_benchmark.py

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f'Corpus: {data["summary"]["corpus_size"]} docs | '
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f'Total cost: ${data["summary"]["estimated_cost_usd"]:.2f}',
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fontsize=8, color=TEXT_DIM, fontfamily="monospace", va="bottom")
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fig.text(0.97, 0.012, "github.com/engram-memory",
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fig.text(0.97, 0.012, "github.com/hackdavid/engram-memory",
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fontsize=8, color=ACCENT, fontfamily="monospace",
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pyproject.toml

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]
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[project.urls]
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Homepage = "https://github.com/hackdavid/Engram"
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Documentation = "https://github.com/hackdavid/Engram/tree/main/docs"
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Repository = "https://github.com/hackdavid/Engram"
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Issues = "https://github.com/hackdavid/Engram/issues"
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Homepage = "https://github.com/hackdavid/engram-memory"
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Documentation = "https://github.com/hackdavid/engram-memory/tree/main/docs"
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Repository = "https://github.com/hackdavid/engram-memory"
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Issues = "https://github.com/hackdavid/engram-memory/issues"
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[tool.hatch.version]
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path = "engram_memory/_version.py"

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