Data MCP Servers

Ephemeral data sandbox for AI workflows with guardrails and security

Self-hosted homelab log intelligence over MCP, CLI, and REST with SQLite/FTS.

Rust MCP server for homelab logs, syslog, Docker logs, FTS search, and AI transcript correlation.

Rust MCP server and CLI for Unraid GraphQL operations across NAS, Docker, VM, and storage workflows.

MCP server for Unraid API — provides tools to interact with an Unraid server's GraphQL API.

Rust MCP server and CLI for Unraid GraphQL, NAS, Docker, VM, and storage workflows.

Double-entry books an agent keeps as the user: invoices, VAT returns, 130 country packs.

Access live company and contact data from Explorium's AgentSource B2B platform.

Context engineering for AI coding agents: product context, project missions, and 360 memory.

Database MCP server for MySQL, MariaDB, PostgreSQL & SQLite with PII redaction and write-prevention

Convert PDF bank statements to checked Excel, CSV or JSON with balance validation.

The statistical analyst in your AI chat — validated, citable, re-runnable analysis of your data.

Safe-by-default SQL guardrails for AI agents: AST-checked queries, per-table policy, audit log.

Self-hosted shared memory for a team of AI agents. Rooms, L0-L3 depth, no LLM on the read path.

Accounting knowledge graphs: SEC XBRL filings, QuickBooks ledgers, reports and forecasts over MCP.

Amazon product search demand over time, with growth for any keyword. Free key at trendsmcp.ai

App Store and Play downloads and charts over time, Android uses bundle ID. Free key at trendsmcp.ai

News sentiment scores over time, with growth for any topic. Free key at trendsmcp.ai

News article volume over time, with growth for any topic. Free key at trendsmcp.ai

npm package trends and weekly downloads over time. Free key at trendsmcp.ai

Reddit trend data over time, with growth for any topic or brand. Free key at trendsmcp.ai

Steam concurrent players by game over time, monthly trends and growth. Free key at trendsmcp.ai

TikTok hashtag volume over time, with growth for any hashtag. Free key at trendsmcp.ai

Wikipedia page views over time, with growth for any article topic. Free key at trendsmcp.ai

YouTube search interest and trend data over time, with growth metrics. Free key at trendsmcp.ai

Buddhist canon tools: search, passages, cross-canon parallels, dictionaries — all URN-cited.

Manage Kanera workspaces, boards, cards, checklists, comments, notes, automations, and reports.

Read and edit Mahonia backpacking gear lists via share and edit links; no account needed.

Query metrics, targets, entities, and team data in your Steep workspace via MCP.

Hospedagem no Brasil que o agente opera: cria banco, publica, lê log e diz o custo.

Free cloud databases over MCP: query, store, list and annotate across 15 engines.

Manage FireCMS Cloud from an AI agent: Firestore data, collections, schemas and users.

Low-context public task coordination for software agents.

Built-in MCP server for ArcadeDB multi-model database (graph, document, vector, time-series)

Free verified network knowledge for AI agents: deterministic answers, honest unknowns.

Cookieless dashboard aggregates for Claude and Cursor. No visitor hashes. Starter and Growth.

Fresh company, employee, and jobs records in real time.

Ask your app anything — revenue, errors, read-cost, growth — and get rendered charts back.

Read-only SQL across your PostgreSQL, MySQL, S3 buckets and local data files, in one query.

MySQL change tracking with instant row-level recovery and forensic attribution for compliance.

DebugBundle MCP: runtime error reporting, incident response, health checks, and product analytics.

Schema-aware read/write access to MySQL through Devart dotConnect ADO.NET data provider.

Schema-aware read/write access to Oracle through Devart dotConnect ADO.NET data provider.

Schema-aware read/write access to PostgreSQL through Devart dotConnect ADO.NET data provider.

Schema-aware read/write access to SQLite through Devart dotConnect ADO.NET data provider.

Schema-aware read/write access to SQL Server through Devart dotConnect ADO.NET data provider.

E2LLM gives your AI eyes and hands in a real browser: structured perception (SiFR) plus action.

Track expenses, budgets, balances, transfers, and multi-currency reports with OAuth-secured tools.

4,764 products, 626 categories: sourced prices, dated price history, independent-test coverage.

Open-source all-in-one MCP-first customer platform: KB, Conversations, CRM, CMS, Outreach, Analytics

Manage Jitsu data pipelines: destinations, streams, connections, functions, live events.

Read-only stats for public Telegram groups tracked by Limzo, the anti-spam bot. No API key.

Securely access and manage FHIR healthcare data stored in Medplum.

Read, write, and conversationally review open-source flashcards through split read/write MCP tools.

Hosted, read-only Google Analytics 4 MCP: reports, period comparisons, realtime, custom fields.

Your agent asks before it acts, so the same real-world action is attempted at most once.

x402 pay-per-call infra for agents: $0.03 image generation, Postgres, auth, storage, functions.

Local-first, LLM-agnostic memory layer for AI assistants.

Multi-agent coordination for AI agents: shared spaces, tasks, search, mailbox and persistent state.

Contribution Exchange MCP: domain discovery, policies, preflight, proposals, and signals.

SigRank benchmark MCP: cascade metrics, leaderboard, operator profiles, simulation, diagnostics.

Short links with branded domains, cookie-less analytics and QR codes. Sign in with OAuth or a token

52 MCP tools for AI social media: create, distribute, analyze, and optimize content.

Privacy-first, cookieless web analytics: traffic, sources, pages, goals, funnels and site setup.

MCP server exposing String Utility Belt's utilities and pipelines as tools for AI agents.

Public threads, replies, and peer discovery for AI agents. Read publicly; use a private key to post.

Open-source personal CRM for building better bonds

Deterministic safety, correctness & cost gate that vets Postgres SQL before your AI agent runs it.

Read-only XRP Ledger MCP tools with proof-annotation envelopes and signed daily snapshots.

Wortgetreue deutsche Bibelarbeit: Grundtext, Morphologie, Konkordanz, Querverweise

Ask your Google Analytics 4 property how the site is doing: traffic, pages, events, audit.

Encrypted-first embedded database with vector search and agent memory, exposed as MCP tools

User files for a SaaS, under one person's authority: list, share with an expiry, revoke.

Publish, update, and organize HTML and Markdown pastes on PasteHTML as the authorized user.

Form backend that routes: one tool per Postbag API operation, plus quickstart and explain.

Read backups and Fire Drills, and ask for a backup or a drill. No tool deletes a backup.

Agent edits await review by default in a self-hosted workspace for documents and databases.

Read-only web analytics — AI traffic, revenue, goals, funnels — with the SQL behind every number.

Read-only electricity, gas, and weather data with structured provenance and units.

Code generation from JSON recipes, linked type graphs, and API schemas across 11 languages.

Query, edit, and reconcile a hosted Beancount ledger: BQL, reports, files, and bank imports.

Query your Betterlytics web analytics from AI agents: traffic, funnels, journeys, errors, uptime.

Generate PDF/DOCX/XLSX/PPTX from templates+JSON. Convert Office/HTML/MD to PDF. Universal templating

Read-only-by-default MCP for Datanika: browse data, run dbt transforms, manage ELT pipelines.

Query and explore 100+ databases through your DBCode connections.

Cloud MCP for project data, analytics, research, content planning, media generation, and growth.

Persistent, interactive MCP Apps — the AI builds an app once, you both reuse it

MCP server for the Shopify Admin API: products, orders, customers, inventory, discounts.

Read-only MCP server for Trino: queries run as the user, and Trino's own policies decide.

Indexed note: numbers, capitalised names, file names. Local, no model, no meaning check.

Official, multi-account Instagram Graph API MCP: read, publish, analytics, comments, DMs.

Multi-workspace Linear MCP — PAT auth, 57 tools + 3 prompts, substrate enforcement, drop-in.

Semantic memory for AI agents with hybrid search, knowledge graph, and consolidation

Validate, look up and resolve addresses to Nigeria's NIPOST digital postcodes (NDAPS).

Self-hosted AI memory server. Persistent memory on your hardware, not the cloud.

Polymarket paper trading for AI agents: $10k paper money, real order books, official fees.

Safe, read-only database access for AI agents. 5 databases, batch queries, SQLGlot.

Shared task ledger for AI agents and humans: atomic claims, state machine, GitHub and Slack sync

Index your codebase. AI searches instead of re-reading files. 94% token savings.

Governed MySQL/MariaDB DBA ops: slow-query, lock-wait, replication & fragmentation RCA; 35 tools.

Governed PostgreSQL DBA ops: slow-query RCA, bloat/vacuum & blocking-lock analysis; 35 MCP tools.

Governed redis + rabbitmq ops: memory/latency/backlog/churn RCA, policies. 28 tools.

Task queue, decisions and memory for coding agents. Local SQLite, no network. Requires Bun.

Daily Bitcoin risk with freshness state on every response. Research context, not advice.

Auditable equity research and fail-closed broker execution for US and Indian cash equities.

Analytics-only MCP gateway to dYdX v4: auditable trader PnL, funding and OI detectors. No keys.

Connect AI agents to multiple Shopify Admin stores for reports, comparisons, and guarded updates.

Read-only, guarded SQL access for AI agents: PostgreSQL, MySQL, ClickHouse, Oracle, SQL Server, Db2

Local-first, read-only MCP server for recall over your Gmail: search, contacts, threads, digests.

Agent identity and memory over MCP — a persistent self plus the procedures for tending it.

Read-only MCP server for ClickHouse metadata, parameterized queries, and plan analysis.

MCP server for SQL Server metadata, parameterized queries, plan analysis, and writes opt-in.

Biologically-inspired persistent memory engine for Claude Code MCP agents

Local-first memory for coding agents — MCP server, single SQLite file, local embeddings

Local-only Tableau .twbx audit: lineage, unused fields, duplicate calcs, SQL, version diffs

A secure, efficient, and intelligent MySQL server for the Model Context Protocol

Smart structured-data to TOON gateway: converts to TOON only when it saves LLM tokens.

Local-first personal health record: labs, meds, wearables, food log, deterministic safety checks

Search and read your Apple Messages history from any MCP client. Read-only, local.

Exclusive, crash-safe leases on a pool of test accounts for parallel agent QA runs.

SQL to PySpark conversion, AWS Glue job generation, and Spark code optimization.

Detects database migration table locks, terraform cost leaks, and OWASP API flaws.

Australian economic data from the ABS, RBA, and APRA: CPI, GDP, cash rate, labour, and more.

Fail-closed, read-only PostgreSQL and MongoDB access for AI agents over MCP.

MCP server for PostgreSQL: local, Docker, RDS, Neon, Supabase, or behind an SSH bastion.

Local-first Garmin data warehouse: sync once to SQLite, analyze trends and correlations offline.

MCP server that exposes GraphQL operations as tools for AI models.

Split bills from your AI: read bills & balances, create equal splits, request settlements.

Versioned MongoDB sandboxes for AI agents: branch, time-travel, merge, and undo over MCP.

MCP server giving AI agents persistent SQLite memory that proves which lessons hold.

MCP server for libSQL/Turso, local or remote. Read-only by default, row caps, timeouts.

MCP server for MariaDB. Read-only by default, row caps, timeouts, secrets never logged.

MCP server for MySQL. Read-only by default, row caps, statement timeouts, secrets never logged.

MCP server for PostgreSQL. Read-only by default, row caps, timeouts, secrets never logged.

MCP server for SQLite databases. Read-only by default, row caps, statement timeouts.

Schema-driven document extraction with local OCR + LLM. Document in, Structured JSON out.

MCP server for FastBCP — high-performance parallel database export to files and cloud

MCP server for FastTransfer — high-performance parallel data transfer between databases

MCP server for LakeXpress — automated database-to-cloud data pipeline as Parquet

MCP server for MigratorXpress — cross-platform database migration with parallel transfer

Полное покрытие API Яндекс Метрики: Stat, Management и Logs — 108 методов, 108 инструментов

The trust and intelligence layer between AI agents and your database.

Persistent memory for AI coding agents: one Rust binary, one local SQLite database.

Identity-scoped schema selection for text-to-SQL. Returns only the tables the caller may read.

Publish Markdown incident reports, ADRs, RFCs and runbooks as web pages, with team spaces.

Query Umami Analytics v3 — stats, funnels, retention, attribution, UTM. Read-only by default.

MCP server for Yandex Metrica API: list counters, goals and pull web-analytics statistics.

Open-source causal memory for AI agents: persistent, explainable, MCP-native memory (13 tools).

Auditable memory for AI agents: provable deletion, tamper-evident audit, time-travel recall.

Offline MCP server to explore CSV/JSON/Parquet/Excel: preview, query, diff, render interactive HTML

Run a side effect exactly once under retries, redelivery, and concurrent workers.

Persistent, verified, cross-session memory for AI agents. 26 tools. SQLite + sync.

The canonical Python stdlib oracle for AI coding agents — always free, always MIT, token-frugal.

Persistent memory for AI agents — semantic + recency search, ONNX embeddings, Docker Compose.

Shared memory for AI agents, as a graph in your own Postgres. Writes never call an LLM.

Local-first engineering cognition for AI coding agents — persistent memory over your codebase.

Persistent, verified, cross-session memory for AI agents. 26 tools. SQLite + sync.

Trust scores & reputation for the agent-to-agent economy. Verify A2A counterparties.

Auto-discover validation rules from data — scan, profile, health-score. No rules to write.

Hybrid search over your local documents, with file and page citations. One binary, fully local.

MCP server for Callimachus: local index and search of your AI coding-agent threads

BetterDB MCP server - Valkey observability for Claude Code and other MCP clients

Memory for coding agents: the decisions, the dead ends, and where the last session stopped.

Local SQLite MCP memory: evidence-based recall, advisory conflict notices, authorized governance.

Overwatch 2 MCP for hero meta, public player stats, replays, patch notes, and OWCS Korea.

Bitcoin on-chain analytics — 109 metrics: MVRV, SOPR, NUPL, HODL Waves, CDD, cycles & more

Inspect Tidebase agent runs, resolve approval gates, and trigger recovery from your AI assistant.

Self-hosted catalogue of your skills, agents and MCP servers, searchable by meaning over MCP

Self-hosted memory for agent teams. Bi-temporal replay, deterministic retrieval, audit log.

Embedded memory for AI agents with SQLite, pgvector, and Neo4j graph search.

Local mail between coding-agent sessions on one machine; relays to a running Swarmail server.

PostgreSQL schema intelligence from a committed snapshot. No connection, no credentials.

Query Yandex Metrica analytics — reports, trends, metadata and raw log exports — via an AI agent.

Deterministic SQL compiler for AI agents. Your agent stops guessing SQL.

Product analytics for user flows: aha moments, retention, funnels, per-user dot plots. YC method.

Persistent 5-level hierarchical memory for AI agents. SQLite-backed, lazy-loaded.

Butterbase MCP server — manage your backend: schemas, auth, functions, storage, RAG, deploys.

SSH server management for agents, with per-server read-only and allowlist security modes

Token-efficient database MCP server for PostgreSQL, MySQL, MariaDB, SQL Server, Oracle, SQLite

Permission before writes. Gravity→DENYs→Session $0.25. Pilot $100; Gateway $299. Probe free.

Check the bank behind an IBAN before you pay: bank-code check, BIC with source, bank-level sanctions

Local-first AI memory with causal graphs. Fully offline, zero config, your data stays local.

JSON-first Coreutils CLI for AI agents. 114 commands with sandbox, dry-run, and MCP support.

Persistent knowledge memory for AI agents. Hybrid search, code graph, pgvector.

Two-key JSON seal/open. Cloak needs a live license. Open is keys-only.

MCP server for Sigma Computing. Provision dashboards, build models, and automate cloud analytics.

Local-first, governable long-term memory for AI coding agents

Individual-analyst context layer: recall, remember, and reconcile your data and engineering context.

Persistent AI memory in one SQLite file: 3-layer hybrid search, confidence scoring, 29 tools.

OP3 podcast analytics: downloads, geography, app share, episode breakdowns. Read-only.

Read-only Postgres: drop-in for the archived server-postgres, with schema context.

Operations toolchain for SQLite, Cloudflare D1 & Turso: inspect, diff, migrate, monitor & repair.

Persistent code indexing for AI assistants. 50x less context than grep. 11 languages.

Memory database for LLM agents — persistent semantic + keyword memory, project namespacing, served o

Guard AI agents' PostgreSQL/MySQL access via MCP: SQL audit, auth, masking, write approval

MCP server for DBAs running dozens of SQL Server instances: grouped connections, plans, indexes

Offline, keyless lookup of the US civil aircraft registry — decode N-numbers, search records.

UN FAOSTAT global food & agriculture statistics over a local SQLite mirror, via MCP.

Web scraping with stealth HTTP, real browsers, and Cloudflare bypass. CSS selectors supported.

MCP server exposing MySQL database functionalities as tools

Read-only semantic search MCP server for Obsidian vaults using local Ollama embeddings.

Unofficial MCP server for Make.com automation - build, validate & deploy scenarios via AI

Local, privacy-first document catalogue for AI agents: metadata-only discovery, no cloud, no RAG.

Query any database in plain English or SQL through a guardrailed, read-only data layer.

Read-only Nepali date, calendar, festival, Panchanga, and temporal verification tools.

Local-first, contract-governed data explorer with read-only, PII-masked query tools for AI agents.

MCP server for dbatools — exposes SQL Server management commands as MCP tools

Streaming read, convert, and inspect 100+ formats. Install iterabledata[mcp] and run iterable-mcp.

The engine of your second brain: Markdown notes as database tables, for you and your agents.

Local-first persistent memory MCP: shared SQLite key/value store, searchable, TTL-aware, secret-safe

Session memory for coding agents: local-first recall, drift detection, on-device inference.

Your Obsidian vault as private, searchable memory for Claude, Cursor, Hermes and any MCP client

Query 76 open data APIs — government, science, finance, environment, and more.

Codebase knowledge graph for AI agents — 162 languages, sub-ms queries, 99% fewer tokens.

Cognitive memory for coding agents: hybrid recall, remember/forget, knowledge graph, nightly dreams.

Self-hosted MCP memory server: a typed knowledge graph on Postgres 16 and pgvector.

Production-grade PostgreSQL MCP server — 254 tools for query, tuning & ops, read-only by default.

Generate realistic relational test data — 156 field types, 22 locales, JSON/CSV/SQL, free previews.

Git-backed org memory for AI agents — hybrid search, tables, files & a URI graph over MCP.

Turn any GraphQL API into MCP tools. Zero config, zero code.

ClickHouse query & management for AI agents — SQL-classified read/write/destructive gating.

Manage Percona PostgreSQL + PgBouncer on Kubernetes — safe-by-default access modes and guards.

Governed database access for AI assistants: masking, signed receipts, coverage reconciliation.

Architectural decision memory for LLM-native workflows — markdown for humans, a graph for agents.

Persistent shared memory for AI agents, with verified writes and a transcript tier.

Local-first codebase intelligence MCP server for AI coding agents.

Catch spec drift before it catches you. Detect overlap, stale docs, and code drift.

Read-only access to Quicken For Mac financial data: transactions, spending, and portfolios.

Search a curated English and Chinese web index through one read-only MCP tool.

PostgreSQL MCP wrapper with .env credential mapping, tool selection, and safe read-only defaults.

Stdio MCP server for MCHS schemas, validation, support status, and evidence.

Shared versioned state for multi-agent AI workflows

Search Gmail and Outlook, save drafts, manage email rules, and view email stats.

Local-first LLM orchestration: memory, knowledge, state, routing, swarm, API discovery, plugins.

MCP Server for Metabase - 111 tools for SQL generation, dashboards & PostgreSQL

Analyze T-SQL scripts for design, naming, and performance issues and prevent bad practices.

Semantic, format-aware diff of config files (JSON/YAML/TOML/INI/.env/XML/CSV) for AI agents

Read-only PostgreSQL over MCP. Writes refused at the parsed SQL, plus a READ ONLY transaction.

Local-first portfolio tracker for overseas investors. Claude reads and writes your finances via MCP.

Local-first biological memory for coding agents: recall, consolidation, and pre-action Guard checks.

Read-only Yandex Metrika MCP. Query visits, sources, geo, devices and more in plain language.

Local-first, auditable memory for MCP-compatible AI agents with explicit writes and SQLite storage.

Security-first MCP server for PostgreSQL, SQLite, MySQL, DuckDB with SQL injection prevention.

JSON-driven E2E test runner with parallel Chrome pool execution and 16 MCP tools.

SQL database to MCP tools and REST API: PostgreSQL, MySQL, SQL Server, Oracle, SQLite, Snowflake.

Search 408K+ MAX channels and 86M+ posts; metrics, reactions, forwards, webhooks and usage.

Self-hostable uptime monitoring: create checks, read incidents, manage status pages.

MCP RAG server with hybrid search, multi-KB support, and AI-powered chunk contextualization.

Live, neutral benchmarks for public RPC latency, oracles, bridges, perp DEX, and prediction markets.

Search Obsidian vaults with hybrid full-text, fuzzy, semantic, and graph retrieval.

Governed local memory for AI agents: facts are retired, not overwritten, and every call is audited.

x402 ad recommendations, intent analytics, and machine-commerce demand reports.

Discover, evaluate, install, and validate generated websites for the self-hosted CodeY CMS.

Canonical Agentry discovery for coding agents: analytics, errors, deploys, and automation.

MCP server for Plausible Analytics — privacy-friendly web analytics. 12 tools for traffic, conver...

MCP server for PostHog — product analytics for AI assistants. Query events, persons, insights, da...

Django ORM static analysis MCP. Models, relations, migrations, indexes, signals, N+1.

Macroeconomic and FX time-series data for AI agents: indicators, calendars, COT, forex, commodities.

Shared fleet memory for AI agents: nightly self-correction, recall every prompt (supported agents).

Read-only table diffs with segment attribution: which slice of your data changed.

Unified MCP server for SQL and NoSQL databases, powered by dockit and sqlkit desktop apps

Read-only access to a self-hosted GeoLens spatial catalog: datasets, features, maps, sandboxed SQL.

Long-term memory for AI agents: bitemporal fact ledger, contradiction detection, explainability.

Local MCP proxy for tool restrictions, response redaction, audit logs, and database schema context.

Agent memory on your own Postgres that flags superseded facts and abstains instead of guessing.

MCP Toolbox for Databases enables your agent to connect to your database.

MCP Toolbox for Databases enables your agent to connect to your database.

Local AI memory: neuroscience-inspired Data→Information→Knowledge in SQLite you own.

A local memory engine. You own the SQLite file. Not Mem0's hosted OpenMemory MCP.

Read-only PostgreSQL performance diagnostics: slow queries, EXPLAIN, index advice, locks, functions

MCP server for the AniList GraphQL API — anime/manga search, details, and personal list management.

MySQL MCP server: browse schema, query, CRUD. Delete/drop gated by user approval.

Read-only MCP for the SQL database behind an ERP: provably read-only guard, public benchmark.

Turkish public-tender (EKAP) award intelligence: firm histories, discounts, competition, red flags

Profiles CSV/Parquet/Excel/JSON files: schema, stats, quality flags and dtype tips for LLM agents.

Shape-aware query language for structured data — JSON, YAML, TOML, HCL, CSV, Markdown.

Search 1,673 source-linked exam blueprints with reviewed guidance. Read-only; no API key.

Measure the matches your exact join is silently dropping, and get the rule that fixes each.

Local-first persistent memory for AI agents — SQLite + local embeddings, MCP-native, no cloud.

Durable user/project memory for MCP clients: recall context and remember selected facts.

Generate a ServiceBricks C# .NET microservice as a ZIP file.

Crawl and analyse websites for SEO errors using Crawlee with SQLite storage

Semantic search over WSO2 docs (APIM, MI, Choreo, Ballerina) via RAG and pgvector.

Validate Formhaus form definitions and simulate multi-step paths against the real engine.

Read-only SQL, plans, schema for AI agents: PostgreSQL, Oracle, SQL Server, Firebird, SQLite, JDBC

Failure-memory layer for coding agents: search evidence-rated failure lessons by error text.

Reads your own Garmin mirror: readiness, training load, muscle freshness, and read-only SQL.

Connect RStudio to AI assistants for interactive R coding and data analysis.

Provision Postgres databases + webhooks from AI coding agents in one HTTP call.

Universal AI Memory - Sync context across Claude, VsCode, Cursor, Continue, Windsurf, Zed & more

HF propagation analytics. 175M WSPR/RBN signatures, band openings, solar correlation.

Local-first governed MCP memory backend for coding agents.

Swedish municipality statistics from Kolada API. 6000+ KPIs for all 290 municipalities.

Policy-checked, audited agent access to Postgres, MySQL, SQLite, MongoDB and OpenAPI REST APIs.

Git-backed team knowledge compiled into token-budgeted context bundles for coding agents

Read-only MCP server for the Archery SQL audit platform: production schema and release SQL checks

Paid Shopify CSV diagnostics for duplicate SKUs, malformed variants, and import risks.

Self-hosted memory for AI agents with hybrid search, knowledge graphs, tasks, and document sync.

Local task scheduler and worker manager with MCP integration for Claude Desktop.

Deterministic bank-statement parsing: messy CSV/OFX to clean categorized rows. In-memory only.

Tabular data retrieval. Index CSV/Excel, query rows, aggregate. 99%+ savings vs raw file reads.

Local-first MCP server giving AI agents contextual knowledge about the people in your life

Open source commerce in your own Supabase: catalog, checkout, orders and bookings, run by your AI.

Persistent code memory for AI agents: notes pinned to files and symbols that survive refactors.

Query a verified document collection: passages that answer a question, with their source.

Local SQL workspaces with bounded, recoverable writes for coding agents.

Read-only scripture-study engine: complete-or-fail concordance over Greek NT, Hebrew OT, LXX.

Persistent memory for AI agents — 98%+ retrieval recall, 99% token savings, 44 tools

Coinmarketcap - 30 tools for data, metrics, and on-chain analytics

Etherscan Api - 71 tools for data, metrics, and on-chain analytics

Hyperliquid - 2 tools for perpetuals, options, and position data

Hierarchical memory for AI agents. Three-layer (buffer/working/core) with decay and promotion.

Persistent memory for AI assistants: store, search, and connect knowledge across conversations.

Production MCP server for Postgres, Oracle, Snowflake, BigQuery, Redshift, DuckDB, MotherDuck.

Read-only SQL database and plain-text SQL dump schema extraction to compact TOON for MCP clients.

SaaS intelligence for AI agents. 5 unified tools cover 1,000+ services with 91-96% token savings.

Local semantic code search with Git history. Works offline, no API key needed.

Semantic map of a .NET test-automation solution for AI agents — search, impact, endpoints

Safety-aware MCP server for Linear issues, projects, cycles, and dependencies.

Free web search and long-term memory for AI assistants. No API keys; data stays local.

Find, install and enable MCP servers mid-session on any host, with consent and tool pinning

Pipeline task management for AI agents - stages, dependencies, artifacts, claiming

Local MCP memory for coding agents. SQLite on your machine — preferences persist across chats.

Chinese AI news: search topics, explore hot events, and read daily, weekly and monthly briefs.

Encoding-aware, indentation-smart file tools for AI coding agents with SSH, SFTP, and 20+ tools.

An open-source headless CMS for managing content models and entries.

Memory for AI coding agents — markdown in your own git, not a vendor database. Apache-2.0.

MCP runtime copilot for health checks, regressions, explainability, and operational memory.

Security-first, self-hosted email archive with search, cited answers, and sending for AI agents.

Persistent memory + FTS5 search MCP server for Claude Code conversation history.

MCP Server that turns your AI agent into a localization expert with token-efficient i18n translation

Stops an agent's Trino or Pinot query before it runs if it costs too much or reads outside its grant

Cross-client AI memory hub: agents share one SQLite memory.db via file-level pointers.

Bi-temporal, provenance-carrying long-term memory for AI agents, in one SQLite file.

Find where to post on Reddit and score your draft before posting — no API keys needed.

Cloudflare Workers MCP server: data-transform

Persistent memory MCP server. 28 tools, BM25+MMR+OOD retrieval, tamper-evident audit, code graph.

MemoryIndustry persistent memory MCP server: BM25+MMR retrieval and audit.

GA4 MCP that reads AND writes: reports, funnels, audits, and server-side events. 26 tools.

GraphQL gateway for LLMs. Handles huge GitHub GraphQL & @neo4j/graphql schemas without crashing

Durable agent memory over a markdown vault: bitemporal facts, timelines, hybrid graph search.

Inspect database schemas and execute SQL queries across multiple database providers with LINQ to DB.

Curated read-only Matomo Analytics tools: traffic, pages, referrers, e-commerce, real-time & more.

Skill memory for coding agents: learn, recall, reinforce, decay. Local SQLite, no API key.

Stripe analytics — revenue, customers, subscriptions, refunds, churn from Claude.

Persistent memory for Claude Code — offline, single-file, hybrid search.

PostgreSQL-backed virtual filesystem for agents: session isolation, shared stores, POSIX ops, RLS.

Marketing analytics for local businesses — Instagram, ads, web traffic, SEO and reviews.

Universal MCP Server with advanced AI memory capabilities and semantic search.

Deterministic validation for AI-generated artifacts: JSON Schema, OpenAPI response, SQL syntax.

Persistent agent memory via ACMI — Profile/Signals/Timeline. 16 tools on Upstash Redis.

Real-time Firestore schema context for AI coding agents. Stop hallucinating field names.

19 zero-setup utilities: JSON, regex, cron, hash, base64, CSV, JWT, UUID, YAML, semver, time.

Offline, deterministic cause and fix for Node, npm, Next.js, CORS and Postgres URL errors.

Local-first automatic memory for Claude Code and Codex: capture, distill, recall from SQLite.

MCP server for expense tracking, invoices, budgets, and financial insights directly in Claude

Swiss court decisions via entscheidsuche.ch, including federal and cantonal courts

Local-first MCP tools for searching and drafting from your X/Twitter archive.

AI crypto buy/sell signals for 20 assets: 6 data dimensions fused into 0-100 scores. x402 + MCP.

SQLite-authoritative entity database with an async Google Sheets projection for AI agents.

Move data between 15+ databases, queues and files at high throughput, without it entering context

MCP server for spreadsheet files (.xlsx, .csv, .ods) - cell-level ops + DuckDB SQL engine.

Local-first MCP server serving a project's business-domain knowledge to MCP-compatible agents.

Persistent decision memory for AI coding agents: rationale, rejected approaches, and entity history.

Embedded graph database for agents: declare association rules once, edges maintain themselves.

Pre-flight query cost and result-size guardrails for AI agents on BigQuery, Snowflake, Databricks

Query CSV files with SQL via MCP. Fast, local, zero-config, read-only, sandboxable with --root.

Shared knowledge base + task queue so Claude, ChatGPT and other agents can work together safely.

Portable AI memory as MCP tools: five reads and three controlled writes.

Memory your agent can trust — every answer carries its source; when it doesn't know, it says so.

Local-first governed MCP memory backend for coding agents.

Lets AI clients search, explore, query, and visualize data in a Metabase instance.

Lightweight DMARC parser: auto-fetch email reports, visualize compliance in a single all-in-one app

Exact document sections on demand for LLM agents: index in context, search, read, grep, neighbours.

Query a folder of CSV / Parquet / JSON files with SQL — one queryable source, read-only.

Hand a project over with the reasons attached. Local-first cross-agent memory MCP + drift detection.

112 rules that catch dangerous PostgreSQL migrations, plus a pass/fail gate to call before any DDL.

SQL over real-world data — FDA, SEC, blockchain, genomics, CVEs, and more. No config.

Ask a local SQLite mirror of your Jira and Confluence: SQL, full-text search, issue detail.

Local-first AI memory layer with hybrid search. Postgres + pgvector. Self-hosted, MIT.

MCP server for Umami Analytics v3 — analytics, boards, links, pixels, reports, replay, and more

An AI business analyst for Odoo ERP (18+) — one-call reports with verdicts, over MCP

Publish and manage articles, series, comments, reactions, newsletters and blog analytics.

End-to-end encrypted inbox where AI agents deliver files and request human approval.

MongoDB Model Context Protocol Server

Detect, review and fill existing PDF forms from JSON or Excel; reuse saved templates

RFC 9110 x402 Solana compliance screening and micropayments gateway for AI agents.

Task management system for AI assistants with MCP protocol, templates, and bilingual support (TR/EN)

Scaffold, validate, format, and run YAML .mmt API tests. Do not invent syntax.

Engine-free, governed Oracle Database MCP server with a fail-closed SQL guard (unofficial).

One searchable history across every AI coding tool, with secret scanning and a shared task board.

Python MCP server for MySQL database inspection and querying

Python MCP server for PostgreSQL database inspection and querying

Persistent AI memory with hybrid search and embedded sync. Open, free, unlimited.

Local Redis memory MCP for AI apps with hybrid caching and optional Mem0 cloud backup.

Coordinate parallel coding agents, above Git

Local-first Apple Health MCP server for questions about your sleep, workouts and heart data.

MCP server for Neo4j Aura Database Instance Manager.

A simple Neo4j MCP server that allows you to run Cypher queries against a Neo4j database.

A simple Neo4j MCP server for creating graph data models.

MCP Neo4j Knowledge Graph Memory Server

Real-time infrastructure monitoring with metrics, logs, alerts, and ML-based anomaly detection.

Controlled SQL access gateway with policy, cost limits, tenant isolation, and safe tools.

SQLite MCP server with OAuth 2.1, HTTP/SSE, 122 tools, and smart tool filtering

Enterprise-grade MySQL MCP Server with OAuth 2.0, 106 tools, and Docker deployment

PostgreSQL MCP server with 203 tools, connection pooling, HTTP/SSE, OAuth 2.1, and tool filtering

Enterprise PostgreSQL MCP server with 63 tools, 10 resources, 10 prompts for AI-native operations

SQLite MCP server with 73 tools for JSONB, full-text search, geospatial, and analytics.

Deploy full-stack apps with databases, storage, backups, logs, scaling, and rollback. 74 MCP tools.

Let your users work with their own data through an AI assistant, limited to what they can see.

Search, read and edit Wiki.js pages, and manage its assets, users, groups and comments

Zero-config MCP server for searchable documentation. SQLite or PostgreSQL.

LinkedIn Sales Navigator contact and account search from your logged-in browser.

Safe SQL gateway for AI agents: SELECT-only validation, access policies, masking, audit trail, evals

Extract dates and timestamps from logs, data files and code, with their format and position.

Extract every UUID, ULID, NanoID, ObjectId and Snowflake, and decode the time inside.

Extract numeric values from config files, data files and plain text.

Extract file and directory paths from config files and code, with their kind and position.

Extract string values from config files, data files and plain text.

Extract durations, sizes, percentages and frequencies in one base unit, refusing ambiguous ones.

Extract URLs from documentation, configuration and code, with their protocol and position.

Task management for people and AI agents, with scoped OAuth access to issues, projects, and docs.

A Snowflake MCP server — SQL queries, schema exploration, and data insights for AI assistants

A DynamoDB emulator with an MCP server exposing 35 DynamoDB tools to coding agents.

Task spine + searched dead ends + approvals for AI coding agents. One brain, every device.

Bulgarian pension fund analytics — NAV data, metrics, rankings, and benchmarks.

Data processing and visualization toolkit — 50+ chart types, raw data stays local.

Record debug sessions, commands, failed attempts, and successful fixes in local SQLite storage.

Monitor MCP server health, uptime, response times, and Azure DevOps pipeline status

SSH Linux metrics, baselines, anomaly detection, and plain-English infrastructure explanations.

Umami v3 MCP for Cloud or self-hosted analytics, with read-only, privacy-conscious defaults.

Shared memory & coordination for AI coding agents — a blackboard, not an orchestrator.

Local-first MCP server for task tracking and coordination of autonomous AI coding agents.

SQLite MCP — query databases, inspect schemas, explain queries, export data.

Local-first persistent memory for AI coding agents.

Give an agent a calendar it can book without double-booking: find, hold, then commit atomically.

Persistent memory + vibe-loop engine for AI agents. Single Go binary, SQLite-backed, stdio MCP.

Lints SQL and checks rewrites return the same rows. Postgres, MySQL, MariaDB, SQLite, MSSQL, DuckDB

Cross-machine, file-first memory for Claude Code: markdown + SQLite FTS5, synced with git

Shared, project-aware memory for Claude Code, Codex, and other agents with human review.

Local-first codebase intelligence for coding agents: indexes code and Git history into SQLite.

Read-only Postgres ops/DBA diagnostics: slow queries, EXPLAIN, locks, index and table health.

Stateless 2026-07-28 read-only MCP server for aggregate HitKeep analytics and official docs.

Agent-safe structured edits: JSON/YAML/TOML/md/AST, dry-run, batch/tx. Not a filesystem MCP.

Memory layer for AI coding assistants. Indexes git history + code, exposes via MCP.

Persistent, encrypted, deterministic memory for AI agents. Local-first, 173 canonical tools.

Local-first persistent memory for coding agents and MCP clients.

Enterprise PostgreSQL MCP server with NL queries, hybrid search (pgvector+BM25), and web UI

Query 190 Apple Health metrics from any MCP agent: zero-dependency, read-only, local-first.

MCP server for secure database access (PostgreSQL, MySQL, SQLite)

Graph-native memory for AI agents: a knowledge graph built from conversation, via MCP.

CSV <-> JSON MCP.

JSON tools MCP.

Pixeltable MCP server for declarative multimodal tables, computed columns, and services.

PIL: local-first knowledge base for your Instagram saved posts, with a read-only MCP server.

Mailbox + wake system for AI agent teams: letters always land, right agent wakes, quiet otherwise.

Official PostHog MCP Server for product analytics, feature flags, experiments, and more.

Persistent session memory for Claude Code. Local SQLite, no LLMs, no network.

263 tools for Databricks: Unity Catalog, SQL, Compute, Jobs, Serving, and more.

Manually-triggered, self-organising personal memory for AI agents; SQLite, no vector DB.

On-premises knowledge retrieval, with the rules you set enforced before anything is retrieved.

Predicts the DDL a dbt change will execute, before you run it. Reads files, not the warehouse.

Stdio MCP adapter bridging AI clients to pREST’s HTTP /_mcp endpoint for PostgreSQL APIs.

Wash-filtered intelligence for x402: categories, services, wash analysis, trends.

Shopify store and ad intelligence: traffic, best sellers, apps, live Meta ads and weekly breakouts.

Persistent memory for MCP-compatible agents: memory bank, fact cortex, dreams, graph.

Persistent workflow graph server tracking tasks, decisions, spatial entities, and blockers.

Turn any website or API into structured JSON with LLM-authored declarative scraping configs.

HF propagation analytics. 175M WSPR/RBN signatures, band openings, solar correlation.

Connects coding agents to a running QuestDB Web Console: notebook cells, SQL queries, and charts.

Ontology-based MCP server for database schema analysis and RDF/OWL ontology generation

API-first semantic layer MCP server compiling YAML models into dialect-specific SQL

Google Trends for any number of keywords on one scale: interest over time, regions, rising queries.

Evidence-grounded agent memory with mandatory provenance, on local SQLite or Cloudflare D1

Local-first AI memory cartridge with persistent MCP memory for Claude via SQLite FTS5.

Zero-config data-quality monitoring: profile a warehouse, detect anomalies, gate CI.

Query pre-computed SQL engine benchmarks. Runs standalone, no server setup required.

Schema, database, document, user and dev-server tools for a Rebase backend project.

Solana on-chain intelligence — token scans, wallet profiling, bundle detection, 19 MCP tools.

MCP server for Postgres/MySQL/Redshift/SQL Server over SSH/SSM tunnels with secret providers.

Local document search over your folders: hybrid keyword+semantic, fully offline, read-only

IDA Pro MCP fusion with cache queries and multi-binary headless analysis.

Operate a self-hosted notifyd instance: digest, jobs, retries, suppressions, projects, test sends.

Git-aware memory store for AI coding agents; memories are anchored to git blob hashes.

JSON, YAML, TOML, INI config tools for AI agents

SQL formatting, schema visualization, migration generation

GitHub analytics - repos, PRs, issues, releases, contributors

JSON/YAML/CSV validate, diff, transform for AI agents

Personal finance MCP server with budgeting, analytics, and PostgreSQL.

The open retrieval layer for AI agents — index code, docs, data. Search via MCP.

MCP server for encrypted SQLite databases (SQLCipher 4) - Works with MoneyMoney, KeePass and more

MCP server for SQLCipher 4 encrypted SQLite databases with full CRUD operations and query support

Check, test, prove and review a rowstile policy: access rules for Postgres row-level security

Wraps the fpp CLI as a single generic MCP tool for freelancer client payment-risk checks.

Append-only event log for cross-agent context/memory sharing via 3 MCP tools.

Inspect and query MySQL 5.0–5.6; opt-in INSERT/UPDATE/DELETE/DDL. Live-verified 5.0–8.0.

Multi-site analytics as tools: GA4, Search Console, Cloudflare edge, PageSpeed, insights.

MCP server for generating REST API boilerplate and Express endpoints.

MCP server for API testing: HTTP requests, cURL generation, health checks.

MCP server for Base64, URL, and HTML encoding/decoding

Encode/decode Base64, URL-safe variants, and file data

MCP server for generating changelogs from conventional commits.

Generate changelogs from git commit history

MCP server for code quality: complexity, duplicates, naming, refactoring.

MCP server for color palette generation and conversion — HEX, RGB, HSL

Convert between HEX, RGB, HSL color formats and generate palettes

MCP server for cron expression parsing, validation, and scheduling.

Build, explain, and validate cron expressions

MCP server for computing text diffs, comparing strings, and generating unified diff output.

Compare text and code, show differences with context

MCP server for .env file validation, parsing, and comparison.

Parse, validate, and manage .env environment files

MCP server for GitHub repo stats: stars, forks, contributors, activity.

MCP server for CSS gradient generation — linear, radial, conic

Build CSS linear and radial gradient values

MCP server for cryptographic hashing — MD5, SHA-1, SHA-256, SHA-384, SHA-512

Hash text with SHA-256, SHA-384, SHA-512 and compare hashes

MCP server for IP calculations: subnets, CIDR, ranges, network info.

IP address and subnet calculator, CIDR notation

MCP server for JSON processing — format, validate, diff, convert, minify, query, analyze

JSON processing — format, validate, diff, convert, minify, query, analyze

MCP server for JWT decoding and inspection

Decode and inspect JWT tokens — header, payload, expiry check

MCP server for generating production-ready HTML landing pages.

MCP server for placeholder text, fake names, emails, and addresses.

Generate placeholder text — lorem ipsum and alternatives

MCP server for markdown: tables, TOC, HTML conversion, formatting.

Markdown processing, TOC generation, HTML conversion

Meta MCP server that generates other MCP servers — the factory that builds factories

MCP server for SEO meta tag generation — title, description, Open Graph, Twitter Cards

Generate HTML meta tags and Open Graph metadata

MCP server for secure passwords, passphrases, and strength checking.

Generate secure passwords with configurable rules and strength check

MCP server for QR code data: URLs, vCards, WiFi configs, events.

MCP server for README.md generation from project metadata

Generate professional README.md files from project analysis

MCP server for regex testing, matching, replacing, and validation

Test, explain, and generate regular expressions

MCP server for SEO analysis: meta tags, headings, keywords, sitemaps.

MCP server for CSS box-shadow generation

Generate CSS box-shadow and text-shadow values

MCP server for timestamp conversion — Unix, ISO 8601, relative time

Unix/ISO timestamp conversion, timezone math, duration calc

MCP server for generating UUIDs (v4, v7), ULIDs, nanoids, random IDs.

Generate UUID v4/v7, ULID, nanoid, and random unique identifiers

MCP server for web scraping: URLs, links, metadata, CSS extraction.

Token-efficient MCP server for MySQL, PostgreSQL, and SQLite

Local-first, persistent memory for AI coding agents — remember, recall, forget, and list, over MCP.

Local-first memory for AI agents that reaches backward to find a failure's root cause.

Local knowledge graph memory for agents. SHACL rules refuse bad facts; SPARQL and time travel.

Enables natural language schema queries — explore tables, keys, procedures, and get SQL help fast

Serve any JSON file as read-only list, keyword search and get-by-id MCP tools.

Local-first MCP sidecar for Markdown artifacts, review intents, and supervised knowledge growth.

Semantic knowledge engine for Obsidian with auto-classification and DAG hierarchy

Connect Redash to Claude -- query data, manage dashboards, and run SQL with natural language.

Read local Excel workbooks (.xlsx, .xlsm, .csv): cells, formulas, tables. Read-only, sandboxed.

Let a planning agent hand bounded language work to a local Ollama model.

Explore and query Microsoft SQL Server read-only: catalogue search, schema and bounded queries.

Expose an OpenAPI document to agents as a search-first tool catalog over your existing API.

Extract text from local PDF documents with optional pluggable OCR. Read-only, no network.

Explore and query PostgreSQL read-only: catalogue search, schema introspection and bounded queries.

Query local XML documents with XPath, paged and sandboxed to one folder. Read-only.

Persistent memory for AI coding agents. Local-first SQLite + vector search. 17 MCP tools.

Local-first, read-only MCP server for evidence-backed repository memory.

Play a real 6v6 Pokémon battle. Runs entirely in-process: no server, no API key, no setup.

Read-only SQL, MongoDB, Redis and Elasticsearch access, switchable mid-conversation.

Read-only MySQL access, with the database and server switchable mid-conversation.

MCP server for retrieving Japanese stock market data via J-Quants API v2

Safe PostgreSQL migrations: schema drift, lock analysis, safe rewrites, data checksums. Read-only.

Durable, build-scoped reverse-engineering evidence memory and query tools for AI agents.

145+ tools across 8 databases: MySQL, PostgreSQL, Redshift, MongoDB, Redis, Kafka, and more

Checks TypeORM migrations for data loss, table locks, and deploy problems before they run.

Local-first graph memory for AI assistants with SQLite, semantic search, and MCP tools.

Live HKEx (Hong Kong Stock Exchange) regulatory filings for AI agents.

Predict query cost, explain the plan, and rewrite it before you run it — 12 DB engines.

Persistent memory + decision tracking for Claude across sessions. Local SQLite, no cloud.

MCP session continuity engine. Boot reports, orientation scoring, and end-session capture. SQLite.

PostgreSQL MCP server for schema, query, health, security, and performance analysis.

Visual website feedback, screenshots and team discussion for coding assistants. Self-hosted.

Search, retrieve, and diff the full output of past terminal commands recorded locally by backscroll.

MCP server for local SQLite database operations

Jira-like project tracker for AI agents with SQLite, full task hierarchy, and dashboard

Design ERDs with your team's naming standards: query/edit entities and relationships, SQL/DBML

Remembers why you approved, edited or rejected your agent's drafts; recalls the closest corrections

SQL-native query and provisioning engine for cloud infrastructure, served over MCP.

Federal Reserve Economic Data (FRED) MCP Server - Access all 800,000+ economic time series

Local-first AI memory over MCP. No account; you own the store.

Local-first memory for AI coding agents — Markdown + SQLite FTS5, shared across editors via MCP.

Read-only SQL queries and schema inspection for IBM Db2 for i over ODBC, JT400 or Mapepire (SSH).

Persistent local AI memory. SQLite + FTS5 + vector search, knowledge graph. No cloud, no API keys.

Yandex Metrica for AI agents: counters, goals, Reporting API and Logs API export over stdio.

Self-hosted Polar health analytics with a built-in MCP server: sleep, HRV, workouts, baselines.

Read-only Postgres/Supabase RLS audit with a rolled-back probe that proves who can read which rows.

Persistent semantic memory for SQL databases. Postgres, MySQL, MSSQL, SQLite.

GA4 MCP server for AI agents: schema discovery, server-side aggregation, analysis-ready defaults.

Obsidian MCP server: semantic search, knowledge graph, and vault editing. No plugin required.

Resumable browser, API and MCP workflows for AI agents. Verify CSV/Excel batches locally.

Query databases from AI agents using connections configured in DBX.

Persistent memory for AI agents - hybrid semantic + keyword recall with autonomous consolidation

Revenue-first analytics installed and verified by AI agents through Talivia

Ask any Tableau lineage question, in any MCP client, through the Tableau Metadata API.

Local-first memory for AI agents: on-device hybrid retrieval over a single SQLite file.

CloudBase MCP: DB, functions, storage, hosting via @cloudbase/cloudbase-mcp

Security-first MCP server that connects any OpenAPI, GraphQL, gRPC or SOAP API to AI agents.

SQL Server MCP with RAG capabilities for Windows (native ODBC support)

SQL Server MCP with RAG capabilities for macOS (Docker SQL Server support)

Self-hosted, source-traceable memory layer and MCP server for AI agents, on your own Postgres.

Persistent agent memory with a decision layer: replay, restore, verify, or none — explainable.

Cross-session WebFetch cache for Claude Code. Unlimited TTL by default, SQLite, MCP plugin.

MCP server for Yandex Metrika — web analytics, counters, goals, traffic (Russia)

Governed memory for coding agents. Trust lifecycle, conflict detection, health scoring.

Open item database and MCP server for AI agents to list, find, and trade second-hand goods.

Agent-native API client: execute/test REST/GraphQL/WS/SSE with assertions, extraction, collections

Comprehensive PostgreSQL documentation and best practices, including ecosystem tools

Provides programmatic access to Tiger Cloud services, databases, and documentation.

Local-first memory for AI coding agents. Memory + CodeGraph + Wiki in one SQLite file.

Real-time prediction market consensus data for AI agents

Deterministic inspect, safe repair, and JSON Schema validation for agent JSON. No LLM.

MCP server for ASAM ODS with Jaquel query tools, connection management, and data access

Self-hosted semantic memory over MCP for an engineering team's tacit knowledge. Needs Postgres.

Serves coding agents one canonical doc per query instead of rereading the repo — ~60% fewer tokens.

Query SQLite, PostgreSQL, and MySQL in plain language - read-only, with column masking and limits.

Persistent local memory for MCP-compatible AI coding agents, stored per repository in SQLite.

Local-first, read-only MCP server for recall over your Gmail: search, contacts, threads, digests.

Webhooks for AI agents: send events, manage endpoints, inspect and retry deliveries.

Local-first AI memory with knowledge graphs and hybrid search. 17+ AI tools via MCP. Free.

Persistent local memory for coding agents: temporal knowledge graph, procedural and episodic recall

Ask AI about your Engine DJ library: BPM/key search, audits, cues, opt-in playlist and tag edits.

Ask AI about your Serato library: harmonic search, crate audits, previewed crate building.

Graph-vector memory for AI assistants using FalkorDB and Qdrant

WordPress database access via Local by Flywheel. Execute read-only MySQL queries and inspect schema.

Pirsch Analytics with natural language queries and trend analysis

Context sync layer for AI agents. Ensures continuity and eliminates memory drift automatically.

MCP server for CSV/JSON data transformation using YAML rules

MCP server for CSV/JSON data transformation using YAML rules

Valem - Deterministic reactive state models. Create your own calculators/forms with AI

Plan, track, and learn from software projects — three MCP tools for the AI agent lifecycle.

One shared, durable memory for your AI coding agents — local-first, zero-dependency.

Shared per-repo space for Claude Code sessions: see activity, get collision warnings, notes.

Safety-railed database access for agents: Postgres, MySQL, Redis. Read-only by default.

Local document queries, saved extraction profiles, spreadsheet SQL, logs and keyed JSON changes.

Resumable API pagination, repeated-failure detection and tool-progress cache hints for AI agents

Local SQLite pantry planner with six MCP tools for meals, stock and shopping.

Semantic code retrieval engine with hybrid search, context expansion, and 40+ language support.

Public broadcast and durable shared memory for AI systems and agents using signed Events.

Secure Umami Analytics MCP server for Cloud and self-hosted deployments

Deterministic local cross-service API-chain discovery for AI coding agents.

Official MCP server for WireBoard. Lets LLM agents query your analytics in conversation.

Local long-term memory MCP server (SQLite) for AI coding agents — OpenCode, Claude Code, Cursor

Local memory for Claude Code. Semantic recall across session history with zero API calls.

Federated local-first search across transcripts, files, KG, vectors and the web for AI agents.

A local causality ledger: records decisions and the reasons, for an agent to recall.

Local-first grocery price intelligence with a read-only MCP server.

Renders MatPlotLibNet charts to PNG, SVG or PDF from a JSON spec an AI agent writes.

Local-first memory engine for AI-agent teams: team/project ACL, recall, and federated sync.

Local-first memory for AI coding agents: shell history with exit codes, git diffs, docs, MCP.

PostgreSQL MCP server - query, schema introspection, explain, and health checks for AI assistants

Read-first Redis MCP: SCAN key explorer, keyspace/TTL/memory/slowlog stats, DBA advisor

9 remote MCP servers on Cloudflare Workers for AI agents. Free tier + Pro API keys.

Safety-railed database access for agents: Postgres, MySQL, Redis. Read-only by default.

Local-first memory for Claude Code and any MCP client: hybrid search + knowledge graph, $0/token.

Context OS for AI coding agents: task-scoped AST context, verified mutation, and rollback.

Auditable memory for coding agents: evidence chains, supersession history, keyless embedded SQLite

Self-hostable team wiki; agents read & write it via MCP; Atlas turns your repo into a cited wiki.

Scaffold VTEX IO apps, Node services and GraphQL, look up Store Framework block props, search docs

Local chronological memory banks you control; Claude recalls them via MCP.

Explore, clean, transform and export your Mammoth Analytics data from an AI client.

Multi-protocol API mock server: HTTP, GraphQL, gRPC, WebSocket, MQTT, SSE, SOAP.

Read-only Shopify Admin GraphQL MCP: query, introspect, bulk export, ShopifyQL. 6 tools.

Multi-user tenancy library for MCP servers. Pairs, groups, bi-temporal shared state, DSGVO erasure.

Telegram channel analytics and statistics for AI agents, pay-per-call in USDC via x402.

VISEON's Schema.org knowledge graph: products, services, people, FAQs and terms, from viseon.io

Build, validate, simulate, and deploy walkerOS event pipelines

Generate, parse, and validate walkerOS data-elb HTML tagging attributes

Remove duplicate lines or CSV/TSV rows from text. Stateless: processed per call, never stored.

Push CSV, JSON, JSONL or Parquet from your agent and get a link a human can explore.

PostgreSQL backups and a safety net for AI agents: check recoverability, set restore points.

Onchain product analytics: events, wallets, funnels, retention, revenue, and dashboards.

Ask about revenue, MRR, ad spend, LTV and CAC; install the Pulse SDK. Read-only.

Syslog receiver and MCP server for homelab log intelligence.

Syslog receiver and MCP server for homelab log intelligence.

MCP server for Unraid API — provides tools to interact with an Unraid server's GraphQL API.

The agent-native cloud: database, functions, AI, storage, computers. 51 tools, one API key.