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Browse all Model Context Protocol servers with quality scores, stars, languages and maintenance activity.

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271 results (<1ms) · data updated 2026-08-14

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upstash/context7 A MCP Server Active

upstash/context7

Up-to-date code documentation for LLMs and AI code editors.

★ 60.7k TypeScript Updated today Score 90 Knowledge & Memory

topoteretes/cognee A MCP Server Active

topoteretes/cognee/cognee-mcp

Memory manager for AI apps and Agents using various graph and vector stores and allowing ingestion from 30+ data sources

★ 30k Python Updated today Score 90 Knowledge & Memory

vectorize-io/hindsight A MCP Server Active

vectorize-io/hindsight

Hindsight: Agent Memory That Works Like Human Memory - Built for AI Agents to manage Long Term Memory

★ 19.9k Python Updated today Score 90 Knowledge & Memory

skill-seekers/Skill_Seekers A MCP Server Active

yusufkaraaslan/Skill_Seekers

Transform 17 source types (docs, GitHub repos, PDFs, videos, Jupyter, Confluence, Notion, Slack/Discord) into AI-ready skills and RAG knowledge. 35 MCP tools for scraping, packaging, enhancing, and exporting to vector databases (Weaviate, Chroma, FAISS, Qdrant). Supports 16+ target platforms.

★ 14.8k Python Updated 4d ago Score 90 Knowledge & Memory

basicmachines-co/basic-memory A MCP Server Active

basicmachines-co/basic-memory

Persistent, local-first AI memory: a semantic knowledge graph of plain Markdown files that humans and LLMs both read and write. Works with any MCP client, with optional cloud sync and team workspaces.

★ 3.7k Python Updated today Score 86 Knowledge & Memory

gamosoft/NoteDiscovery A MCP Server Active

gamosoft/NoteDiscovery

Self-hosted plain-markdown knowledge base with a built-in MCP server. Lets Claude Desktop, Cursor, and any MCP client search, read, create, edit, tag, and template notes — same vault that powers the web UI. Pure-stdlib client, no extra deps, MIT-licensed. Can run in Docker.

★ 2.7k JavaScript Updated today Score 84 Knowledge & Memory

agentic-mcp-tools/memora B MCP Server Active

agentic-mcp-tools/memora

Persistent memory with knowledge graph visualization, semantic/hybrid search, cloud sync (S3/R2), and cross-session context management.

★ 657 Python Updated today Score 78 Knowledge & Memory

riponcm/projectmem B MCP Server Active

riponcm/projectmem

Local-first memory and judgment layer for AI coding agents. Captures issues, failed attempts, fixes, and decisions in readable Markdown + JSONL, re-injects them into future sessions, and warns at git commit before you repeat a mistake. 14 tools, works with Claude, Cursor, Antigravity, and Codex.

★ 657 Python Updated 8d ago Score 78 Knowledge & Memory

vshulcz/deja-vu B MCP Server Active

vshulcz/deja-vu

Local memory layer over the session histories coding agents already write (Claude Code, Codex CLI, opencode): lexical search, recall tools, session-start auto-recall, secret redaction at index time, cross-machine sync over SSH.

★ 632 Go Updated today Score 78 Knowledge & Memory

samvallad33/vestige B MCP Server Active

samvallad33/vestige

Local-first cognitive memory for AI agents. FSRS-6 scheduling, smart ingest, SQLite storage, portable sync, embedded dashboard, and optional Cognitive Sandwich hooks for Claude Code, Cursor, Codex, and other MCP clients.

★ 602 Rust Updated yesterday Score 78 Knowledge & Memory

bitbonsai/mcp-obsidian B MCP Server Active

bitbonsai/mcp-obsidian

Universal AI bridge for Obsidian vaults using MCP. Provides safe read/write access to notes with 11 comprehensive methods for vault operations including search, batch operations, tag management, and frontmatter handling. Works with Claude, ChatGPT, and any MCP-compatible AI assistant.

★ 1.6k HTML Updated today Score 77 Knowledge & Memory

CodeAbra/iai-personal-memory-engine B MCP Server Active

CodeAbra/iai-personal-memory-engine

Local memory daemon for any MCP-over-stdio client with three-tier storage (episodic/semantic/procedural). Own SQLite + hnswlib store (Hippo) with bge-small-en-v1.5, MIT-licensed community-detection reranking (MOSAIC), and sleep-cycle consolidation. AES-256-GCM encrypted at rest, no telemetry. Verbatim recall >=99% and post-contradiction Rescue@10 1.000 at honest scale. Ambient capture via shell ho

★ 500 Python Updated yesterday Score 77 Knowledge & Memory

Beever-AI/beever-atlas B MCP Server Active

Beever-AI/beever-atlas

Open-source LLM knowledge base for teams. 28-tool native MCP server turns Slack/Discord/Teams/Mattermost chat into a typed knowledge graph + auto-generated wiki with cited answers, semantic search, expert finding, and decision tracing. BYO LLM via LiteLLM, Apache 2.0, on-prem via Docker.

★ 439 Python Updated yesterday Score 76 Knowledge & Memory

juyterman1000/entroly B MCP Server Active

juyterman1000/entroly

Auditable context control plane and MCP server for AI coding agents. Compresses context 70–95% (BM25 + entropy + dep-graph knapsack), stabilizes prompt prefixes for provider cache discounts, routes easy tasks to cheaper models (RAVS Bayesian router), and verifies answers locally with WITNESS hallucination guard (0.844 AUROC, $0, ~3 ms). MemoryOS adds local budget-aware working/episodic/semantic me

★ 436 Python Updated today Score 76 Knowledge & Memory

fabio-rovai/open-ontologies B MCP Server Active

fabio-rovai/open-ontologies

AI-native ontology engineering with 39 tools and 5 prompts for OWL/RDF/SPARQL. Validate, query, diff, lint, version, and govern knowledge graphs via Oxigraph triple store.

★ 407 Rust Updated 2d ago Score 76 Knowledge & Memory

Ikalus1988/MisakaNet B MCP Server Active

Ikalus1988/MisakaNet

Agent failure memory network. Search 235+ verified debugging lessons from real engineering sessions. BM25 + SAG-Lite search, 3 tools (search, get_lesson, submit_usage), 5 resources, 3 guided prompts. Works with Claude Code, Cursor, and any MCP client. `python3 scripts/mcp_server.py`

★ 396 Python Updated today Score 76 Knowledge & Memory

Goldentrii/AgentRecall B MCP Server Active

Goldentrii/AgentRecall

Persistent, compounding memory for AI agents across sessions. Uses the Intelligent Distance Protocol to surface the most contextually relevant past memories. Five tools: `session_start`, `remember`, `recall`, `check`, `session_end`. `npx agent-recall-mcp`

★ 365 JavaScript Updated today Score 76 Knowledge & Memory

shinpr/mcp-local-rag B MCP Server Active

shinpr/mcp-local-rag

Privacy-first document search server running entirely locally. Supports semantic search over PDFs, DOCX, TXT, and Markdown files with LanceDB vector storage and local embeddings - no API keys or cloud services required.

★ 365 TypeScript Updated yesterday Score 76 Knowledge & Memory

jinzcdev/markmap-mcp-server B MCP Server Active

jinzcdev/markmap-mcp-server

An MCP server built on [markmap](https://github.com/markmap/markmap) that converts **Markdown** to interactive **mind maps**. Supports multi-format exports (PNG/JPG/SVG), live browser preview, one-click Markdown copy, and dynamic visualization features.

★ 277 TypeScript Updated 9d ago Score 74 Knowledge & Memory

varun29ankuS/shodh-memory B MCP Server Active

varun29ankuS/shodh-memory

Cognitive memory for AI agents with Hebbian learning, 3-tier architecture, and knowledge graphs. Single ~15MB binary, runs offline on edge devices.

★ 268 Rust Updated today Score 74 Knowledge & Memory

sachitrafa/YourMemory B MCP Server Active

sachitrafa/YourMemory

Persistent memory for AI agents with Ebbinghaus forgetting-curve decay, hybrid BM25+vector retrieval, and entity graph for multi-hop reasoning. Memories auto-prune by importance and recall rate. Built-in browser dashboard, multi-agent support, and `yourmemory ask` for zero-API-call local queries. `pip install yourmemory`

★ 263 Python Updated 5d ago Score 74 Knowledge & Memory

lyonzin/knowledge-rag B MCP Server Active

lyonzin/knowledge-rag

Local RAG system for Claude Code with hybrid search (BM25 + semantic), cross-encoder reranking, markdown-aware chunking, query expansion, and 28 MCP tools. Runs entirely offline with zero external servers.

★ 250 Python Updated today Score 74 Knowledge & Memory

l33tdawg/sage B MCP Server Active

l33tdawg/sage

Institutional memory for AI agents with real BFT consensus. 4 application validators vote on every memory before it's committed — no more storing garbage. 13 MCP tools, runs locally, works with any MCP-compatible model. Backed by 4 published research papers.

★ 244 Go Updated today Score 74 Knowledge & Memory

ohad6k/emulo B MCP Server Active

ohad6k/emulo

Loads your personal profile, mined from your local Claude Code/Codex/OpenCode logs, so your agent works like you instead of a cold start. One tool, `load_emulo_profile`. Run with `uvx emulo mcp`.

★ 219 Python Updated 9d ago Score 73 Knowledge & Memory

omega-memory/omega-memory B MCP Server Active

omega-memory/omega-memory

Persistent memory for AI coding agents with semantic search, auto-capture, cross-session learning, and intelligent forgetting. 28 MCP tools, local-first.

★ 202 Python Updated 2d ago Score 73 Knowledge & Memory

alibaizhanov/mengram B MCP Server Active

alibaizhanov/mengram

Human-like memory layer for AI agents with semantic, episodic, and procedural memory. Claude Code hooks (auto-save, auto-recall, cognitive profile). 29 MCP tools, knowledge graph, smart triggers, multi-user isolation. Python & JS SDKs.

★ 188 Python Updated 7d ago Score 73 Knowledge & Memory

Patdolitse/piia-engram B MCP Server Active

Patdolitse/piia-engram

Persistent user identity across AI tools. Stores preferences, lessons, and decisions as local JSON; 13 core MCP tools share them with Claude Code, Cursor, Codex, and any MCP client. Knowledge governance (staging→verified), AES-256-GCM encryption, cross-tool sync. `pip install piia-engram`

★ 164 Python Updated 7d ago Score 72 Knowledge & Memory

dcostenco/prism-mcp B MCP Server Active

dcostenco/prism-mcp

Zero-config persistent memory for AI agents with local SQLite. Mind Palace web dashboard, time travel (rewind/replay sessions), agent telepathy (cross-client memory sharing), code mode templates, morning briefings, and progressive context loading. 25 tools, 6 resources, 4 prompts.

★ 155 TypeScript Updated today Score 72 Knowledge & Memory

roomi-fields/notebooklm-mcp B MCP Server Active

roomi-fields/notebooklm-mcp

Full automation of Google NotebookLM — Q&A with citations, audio podcasts, video, content generation, source management, and notebook library. MCP + HTTP REST API.

★ 153 TypeScript Updated 6d ago Score 72 Knowledge & Memory

sheawinkler/ContextLattice B MCP Server Active

sheawinkler/ContextLattice

Private-by-default memory and context layer for agents with Go/Rust runtime, staged retrieval across fused data backends, and long-horizon context continuity.

★ 151 Go Updated 3d ago Score 72 Knowledge & Memory

dnotitia/akb B MCP Server Active

dnotitia/akb

Organizational knowledge base for AI agents. Vault-scoped Markdown docs, structured PostgreSQL tables, and files unified by a URI graph. Hybrid semantic + BM25 search, Git-backed version history, multi-tenant ACL with public-share links. Works with Claude Code, Cursor, Windsurf via `npx akb-mcp`.

★ 145 Python Updated today Score 72 Knowledge & Memory

cameronrye/openzim-mcp B MCP Server Active

cameronrye/openzim-mcp

Modern, secure MCP server for accessing ZIM format knowledge bases offline. Enables AI models to search and navigate Wikipedia, educational content, and other compressed knowledge archives with smart retrieval, caching, and comprehensive API.

★ 105 Python Updated today Score 70 Knowledge & Memory

adelinamart/robrain B MCP Server Active

adelinamart/robrain

Self-hosted decision memory for AI coding agents. Passively captures architectural decisions with the alternatives you rejected (structured `rejected[]`), then warns the agent before it re-proposes a rejected approach. Postgres + pgvector; cross-tool across Claude Code, Cursor, Copilot, and Codex. Install: `npx robrain up && npx robrain install`.

★ 81 TypeScript Updated 8d ago Score 69 Knowledge & Memory

teolex2020/AuraSDK B MCP Server Active

teolex2020/AuraSDK

Persistent cognitive memory for Claude Desktop. Sub-ms recall, offline, encrypted.

★ 73 Rust Updated 11d ago Score 69 Knowledge & Memory

cdeust/Cortex B MCP Server Active

cdeust/Cortex

Persistent memory for Claude Code grounded in computational neuroscience (41 cited papers). Thermodynamic decay, hippocampal-cortical consolidation, predictive-coding write gate, WRRF retrieval. PostgreSQL + pgvector, 33 MCP tools, 7 lifecycle hooks. Benchmarked 97.8% R@10 on LongMemEval. `claude plugin marketplace add cdeust/Cortex`

★ 72 Python Updated 3d ago Score 69 Knowledge & Memory

dodopayments/contextmcp B MCP Server Active

dodopayments/context-mcp

Self-hosted MCP server that indexes documentation from various sources and serves it to AI Agents with semantic search.

★ 71 TypeScript Updated 25d ago Score 69 Knowledge & Memory

Battam1111/Myco B MCP Server Active

Battam1111/Myco

Agent-first cognitive substrate with 18 manifest-driven verbs (germinate / eat / assimilate / sporulate / traverse / immune / molt / …) and 25 lint dimensions enforcing contract invariants mechanically (R1–R7). Cross-session / cross-project memory via a self-validating filesystem graph — AST + markdown-link derived, not embedding-based. Provider-agnostic by design: MP1/MP2 dims forbid LLM-SDK impo

★ 63 Rust Updated yesterday Score 68 Knowledge & Memory

roampal-ai/roampal-core B MCP Server Active

roampal-ai/roampal-core

Outcome-based persistent memory for AI coding tools. Memories that help get promoted, memories that mislead get demoted. Works with Claude Code and OpenCode via hooks + MCP.

★ 50 Python Updated 6d ago Score 67 Knowledge & Memory

Perseus-Computing-LLC/perseus-vault B MCP Server Active

Perseus-Computing-LLC/perseus-vault

Local-first, MCP-native persistent memory for AI agents — a single Rust binary with embedded SQLite, hybrid FTS5 + dense-vector search, and optional AES-256-GCM encryption. Fully offline, no cloud.

★ 47 Rust Updated today Score 67 Knowledge & Memory

zcag/tela B MCP Server Active

zcag/tela

Self-hostable, markdown-native team wiki with a built-in MCP server: agents search, read, and write your wiki pages (ranked Postgres full-text + semantic search, backlink traversal). Plus Atlas, which auto-generates a cited, coverage-checked wiki from your git repos and Jira. Go + Postgres. `npx tela-mcp`

★ 46 Go Updated 3d ago Score 67 Knowledge & Memory

pinecone-io/assistant-mcp B MCP Server Official Active

pinecone-io/assistant-mcp

Connects to your Pinecone Assistant and gives the agent context from its knowledge engine.

★ 45 Rust Updated today Score 67 Knowledge & Memory

writerslogic/scrivener-mcp B MCP Server Active

writerslogic/scrivener-mcp

Connect Scrivener 3 writing projects to Claude and other AI assistants. 47 tools for document management, writing analysis, semantic search, character/plot memory, and content enhancement. Progressive skill loading, relationship engine with HMS triplets, and JS fallback for offline semantic search. `npm i -g scrivener-mcp`

★ 44 TypeScript Updated 3d ago Score 67 Knowledge & Memory

deusXmachina-dev/memorylane B MCP Server Active

deusXmachina-dev/memorylane

Desktop app that captures screen activity via event-driven screenshots, stores AI-generated summaries and OCR text locally in SQLite, and exposes your activity history to AI assistants via MCP with semantic search, timeline browsing, and event detail retrieval.

★ 124 TypeScript Updated today Score 66 Knowledge & Memory

SecurityRonin/docx-mcp B MCP Server Active

SecurityRonin/docx-mcp

Read and edit Word (.docx) documents with track changes, comments, footnotes, and structural validation. The only MCP server combining w:ins/w:del tracked changes, threaded comments, and footnotes with OOXML-level paraId validation and document auditing. 18 tools, Python 3.10+.

★ 42 Python Updated 8d ago Score 66 Knowledge & Memory

DollhouseMCP/mcp-server B MCP Server Active

DollhouseMCP/mcp-server

One-line installable MCP server that adds reusable customization elements — personas, skills, templates, agents, memory, and ensembles (collected customization tools) — to any MCP Client application. Dynamic permissioning for safe AI operations, a robust validation architecture, versioning, and a public collection of shareable content. Install: `npx @dollhousemcp/mcp-server@latest --web`.

★ 40 TypeScript Updated today Score 66 Knowledge & Memory

contextstream/mcp-server B MCP Server Active

contextstream/mcp-server

Universal persistent memory for AI coding tools. Semantic code search, knowledge graphs, impact analysis, and decision tracking. 90.0% on LongMemEval-S. Works across Cursor, Claude Code, Windsurf, and any MCP client. `npx -y @contextstream/mcp-server`

★ 39 TypeScript Updated 8d ago Score 66 Knowledge & Memory

max-ramas/rms-memory-mcp B MCP Server Active

max-ramas/rms-memory-mcp

Local-first persistent memory for AI coding agents. Hybrid vector + full-text search (LanceDB + Tantivy), separate Markdown and Tree-sitter code indexes, per-project isolated vaults shared across IDEs (Cursor, Zed, Claude Code, Codex), bounded recall with abstain-on-low-confidence.

★ 38 Rust Updated 16d ago Score 66 Knowledge & Memory