# neuralmind - Doramagic AI Context Pack

> Purpose: pre-work context for the user's host AI. This pack does not prove that the project has been installed, run, or validated.

## Project

- canonical_name: `dfrostar/neuralmind`
- capability: Persistent memory for AI coding agents. Your agent learns your codebase the way a senior engineer would — what files go together, what you usually edit next. Works with Claude Code, Cursor, Cline, Continue. 100% local. (Side effect: 40-70× cheaper code questions.)
- expected_user_outcome: Persistent memory for AI coding agents. Your agent learns your codebase the way a senior engineer would — what files go together, what you usually edit next. Works with Claude Code, Cursor, Cline, Continue. 100% local. (Side effect: 40-70× cheaper code questions.)

## Operating Boundaries

- Do not claim that the project has been installed, run, called through an API, or used on local files unless separate evidence proves it.
- Project facts must come from repo evidence, Claim Graph, or explicit source references.
- When a capability is not verified, mark it as unverified instead of completing it as fact.
- publish_status: `publishable`
- blocking_gaps: none

---

## Doramagic Context Augmentation

The following sections strengthen the repository context for a host AI. Human Manual data is a reading route, and pitfall notes become operating constraints.

## Human Manual Outline

Usage rule: this is only a reading route and salience signal, not factual authority. Concrete claims must still return to repo evidence or Claim Graph.

Host AI hard rules:
- Do not treat page titles, section order, summaries, or importance values as factual project evidence.
- When explaining the Human Manual outline, state that it is only a reading route or salience signal.
- Capability, installation, compatibility, runtime state, and risk claims must cite repo evidence, source paths, or Claim Graph.

- **Overview and System Architecture**: importance `high`
  - source_paths: README.md, neuralmind/core.py, neuralmind/ir.py, neuralmind/cli.py, neuralmind/mcp_server.py
- **Core Features: Language Extractors, Synapse Memory, and Self-Improvement**: importance `high`
  - source_paths: neuralmind/graphgen.py, neuralmind/synapses.py, neuralmind/synapse_memory.py, neuralmind/namespaces.py, neuralmind/team_memory.py
- **Installation, Deployment, Backends, and Operations**: importance `high`
  - source_paths: pyproject.toml, Dockerfile, neuralmind/config.py, neuralmind/doctor.py</neuralmind/doctor.py, neuralmind/embedding_backend.py
- **Benchmarks, Evaluation, MCP Tools, and Public Methodology**: importance `high`
  - source_paths: benchmark.py, benchmark_turbovec.py, report_turbovec.py, BENCHMARK_TURBOVEC.md, neuralmind/quality.py

## Repo Inspection Evidence

- repo_clone_verified: true
- repo_inspection_verified: true
- repo_commit: `8dff2c1221bdca6779908669b095ed3abc140d3a`
- inspected_files: `Dockerfile`, `README.md`, `pyproject.toml`, `docs/BUSINESS-CASE.md`, `docs/COMPATIBILITY.md`, `docs/COMPLIANCE-SUMMARY.md`, `docs/DEPLOYMENT-GUIDE.md`, `docs/DOCUMENTATION-PROCESS.md`, `docs/ENTERPRISE.md`, `docs/FUTURE-PROOFING-PLAN.md`, `docs/HONEST-ASSESSMENT.md`, `docs/LINKEDIN-POST-DRAFT.md`, `docs/NEXT-RELEASE-PLAN.md`, `docs/RECORDING-DEMO.md`, `docs/SCREENCAST-v0.6.0.md`, `docs/SCREENCAST-v0.7.0.md`, `docs/SECURITY-GUIDE.md`, `docs/UPGRADING.md`, `docs/VERSION-STRATEGY.md`, `docs/assets/README.md`

Host AI hard rules:
- Without repo_clone_verified=true, do not claim that the source code has been read.
- Without repo_inspection_verified=true, do not write README, docs, or package-file conclusions as facts.
- Without quick_start_verified=true, do not claim that the Quick Start path has run successfully.

## Doramagic Pitfall Constraints

These rules come from Doramagic discovery, validation, or compilation findings. The host AI must treat them as operating constraints, not background notes.

### Constraint 1: Configuration risk requires verification

- Trigger: Project evidence flags a configuration risk. Review the linked source before relying on this workflow.
- Host AI rule: Reproduce the official install and quickstart path in an isolated environment.
- Why it matters: May increase setup, validation, or first-run risk for the user.
- Evidence: capability.host_targets | https://github.com/dfrostar/neuralmind
- Hard boundary: Do not present this pitfall as solved, verified, or ignorable unless later evidence explicitly closes it.

### Constraint 2: Capability evidence risk requires verification

- Trigger: README/documentation is current enough for a first validation pass.
- Host AI rule: Reproduce the official install and quickstart path in an isolated environment.
- Why it matters: May increase setup, validation, or first-run risk for the user.
- Evidence: capability.assumptions | https://github.com/dfrostar/neuralmind
- Hard boundary: Do not present this pitfall as solved, verified, or ignorable unless later evidence explicitly closes it.

### Constraint 3: Maintenance risk requires verification

- Trigger: Project evidence flags a maintenance risk. Review the linked source before relying on this workflow.
- Host AI rule: Reproduce the official install and quickstart path in an isolated environment.
- Why it matters: May increase setup, validation, or first-run risk for the user.
- Evidence: evidence.maintainer_signals | https://github.com/dfrostar/neuralmind
- Hard boundary: Do not present this pitfall as solved, verified, or ignorable unless later evidence explicitly closes it.

### Constraint 4: Security or permission risk requires verification

- Trigger: no_demo
- Host AI rule: Reproduce the official install and quickstart path in an isolated environment.
- Why it matters: May increase setup, validation, or first-run risk for the user.
- Evidence: downstream_validation.risk_items | https://github.com/dfrostar/neuralmind
- Hard boundary: Do not present this pitfall as solved, verified, or ignorable unless later evidence explicitly closes it.

### Constraint 5: Security or permission risk requires verification

- Trigger: no_demo
- Host AI rule: Reproduce the official install and quickstart path in an isolated environment.
- Why it matters: May increase setup, validation, or first-run risk for the user.
- Evidence: risks.scoring_risks | https://github.com/dfrostar/neuralmind
- Hard boundary: Do not present this pitfall as solved, verified, or ignorable unless later evidence explicitly closes it.

### Constraint 6: Maintenance risk requires verification

- Trigger: issue_or_pr_quality=unknown。
- Host AI rule: Reproduce the official install and quickstart path in an isolated environment.
- Why it matters: May increase setup, validation, or first-run risk for the user.
- Evidence: evidence.maintainer_signals | https://github.com/dfrostar/neuralmind
- Hard boundary: Do not present this pitfall as solved, verified, or ignorable unless later evidence explicitly closes it.

### Constraint 7: Maintenance risk requires verification

- Trigger: release_recency=unknown。
- Host AI rule: Reproduce the official install and quickstart path in an isolated environment.
- Why it matters: May increase setup, validation, or first-run risk for the user.
- Evidence: evidence.maintainer_signals | https://github.com/dfrostar/neuralmind
- Hard boundary: Do not present this pitfall as solved, verified, or ignorable unless later evidence explicitly closes it.