{"$schema":"https://wellknown.network/schemas/agent-record-v1.json","schemaVersion":"1","id":"ag_9vpcttuqat79","handle":"yakoub-ai-neural-memory-mcp","url":"https://wellknown.network/agents/yakoub-ai-neural-memory-mcp","links":{"self":"https://wellknown.network/agents/yakoub-ai-neural-memory-mcp/record.json","html":"https://wellknown.network/agents/yakoub-ai-neural-memory-mcp","markdown":"https://wellknown.network/agents/yakoub-ai-neural-memory-mcp/record.md","api":"https://wellknown.network/api/v1/agents/yakoub-ai-neural-memory-mcp","status":"https://wellknown.network/api/v1/agents/yakoub-ai-neural-memory-mcp/status","claim":"https://wellknown.network/agents/yakoub-ai-neural-memory-mcp/claim","claimApi":"https://wellknown.network/api/v1/claims","claimDescriptor":"https://wellknown.network/agents/yakoub-ai-neural-memory-mcp/claim.json","badge":"https://wellknown.network/agents/yakoub-ai-neural-memory-mcp/badge.svg","openapi":"https://wellknown.network/openapi.json"},"ard":{"identifier":"urn:air::server:yakoub-ai-neural-memory-mcp","type":"application/mcp-server-card+json"},"kind":"mcp_server","declared":{"name":"neural-memory-mcp","summary":"A neural knowledge graph for codebases — three-layer code/bugs/tasks understanding for Claude Code","description":"# Neural Memory\n\n[![License: MIT](https://img.shields.io/badge/License-MIT-yellow.svg)](LICENSE)\n[![Python 3.10+](https://img.shields.io/badge/python-3.10%2B-blue.svg)](https://www.python.org/downloads/)\n[![Claude Code Plugin](https://img.shields.io/badge/Claude%20Code-Plugin-green.svg)](https://github.com/Yakoub-ai/neural-memory)\n\n> A persistent knowledge graph plugin for Claude Code that maps your codebase into four layers — code, bugs, tasks, and insights — so Claude always has deep context without burning tokens re-reading files.\n![Screenshot of semantic graph.](https://i.imgur.com/M4IPfg4.png)\n---\n\n## What It Does\n\nNeural Memory builds and maintains a **four-layer directed knowledge graph** of your project:\n\n| Layer | Nodes | Purpose |\n|-------|-------|---------|\n| **Codebase** | modules, classes, functions, methods, overviews | Understands structure, calls, imports, inheritance |\n| **Bugs** | bug entries with severity and status | Tracks known issues linked to code nodes |\n| **Tasks** | phases and tasks with lifecycle | Tracks work items linked to code + each other |\n| **Insights** | technical knowledge accumulated over sessions | Builds persistent project documentation |\n\nEvery node gets:\n- **Layered summaries** — heuristic one-liner from AST, optionally enriched via Claude API\n- **138-dim composite embeddings** — 100-dim TF-IDF+SVD content vector + 38-dim structural graph features\n- **LSP enrichment** — type signatures and diagnostics from Pyright/pylsp\n- **Importance scores** — graph-centrality weighted by node type\n\nSearch uses a **three-phase branch algorithm**: seed by cosine similarity → expand through graph edges with decay/pruning → re-rank by combined score. Sensitive values (API keys, tokens, passwords) are automatically redacted before storage.\n\n**Supports 8 languages**: Python, JavaScript/TypeScript, Go, Rust, Ruby, PHP, Java, C/C++.\n\n---\n\n## Quick Start\n\n### Install via Claude Code plugin marketplace (recommended)\n\n```\n/plugin marketplace add Ya…","publisher":{"name":"Yakoub-ai","url":null},"homepage":"https://github.com/Yakoub-ai/neural-memory","repository":"https://github.com/Yakoub-ai/neural-memory","version":"0.9.0","license":null,"protocols":["mcp"],"tags":["claude-code","mcp","knowledge-graph","codebase","plugin","code-analysis","model-context-protocol"],"pricing":null,"endpoints":[{"url":"pypi:neural-memory-mcp","type":"package_pypi","auth":null,"probeable":false}],"skills":null,"tools":null,"extra":null,"attribution":{"kind":"pypi","name":"pypi","repoUrl":"pypi","summary":"pypi","version":"pypi","description":"pypi","homepageUrl":"pypi","publisherName":"pypi"}},"derived":{"capabilities":[{"slug":"knowledge.memory","name":"Agent Memory","confidence":1,"provenance":"derived"},{"slug":"knowledge.knowledge-graph","name":"Knowledge Graphs","confidence":1,"provenance":"declared"},{"slug":"data.vector-search","name":"Vector Search","confidence":0.825,"provenance":"derived"},{"slug":"dev.version-control","name":"Version Control","confidence":0.779,"provenance":"derived"}],"categories":["data","dev","knowledge"],"language":"en"},"observed":{"status":"unknown","statusReason":"Distributed as a package to run locally; no network endpoint to check.","lastOkAt":null,"lastProbedAt":null,"statusComputedAt":null,"reliability30d":null,"latestObservations":[],"tools":null,"package":{"name":"neural-memory-mcp","registry":"pypi","observedAt":"2026-09-10T08:27:15.668Z","publishedAt":"2026-04-06T06:46:30.610782Z","latestVersion":"0.9.0"}},"verification":{"claimed":false,"claimedAt":null,"proofs":[]},"provenance":{"sources":[{"source":"pypi","key":"neural-memory-mcp","url":"https://pypi.org/project/neural-memory-mcp/","firstSeenAt":"2026-09-10T08:25:00.122Z","fetchedAt":"2026-09-10T08:25:00.122Z","normalizedAt":"2026-09-10T08:25:00.122Z"}]},"firstSeenAt":"2026-09-10T08:25:00.122Z","updatedAt":"2026-09-10T08:27:15.668Z"}