#intelligence

fw-context builds a compiler-accurate semantic index of your C/C++ firmware from compile_commands.json and the libclang AST. Instead of reconstructing the program from text, the LLM queries a persistent index for symbol definitions, callers, callees, callback registrations, function pointer assignments, inheritance, and active source code. 31 MCP tools. Powered by libclang + SQLite + FTS5 + vector search. For Zephyr, PlatformIO, Mbed OS, Arduino, FreeRTOS — any build that produces compile_commands.json.

Alpha Sophia MCP Server brings trusted healthcare commercial intelligence to AI agents through the Model Context Protocol (MCP). Purpose-built for life sciences, pharmaceutical, biotech, MedTech, diagnostics, and digital health teams, it enables AI assistants like ChatGPT, Claude, Cursor, and any MCP-compatible agent to query live, claims-grounded healthcare data instead of relying on outdated model knowledge. With access to 4+ million U.S. healthcare providers, healthcare organizations, and sites of care, the Alpha Sophia MCP Server powers AI workflows for HCP targeting, physician segmentation, KOL identification, market sizing, territory planning, commercial operations, medical affairs, market access, sales planning, referral intelligence, and clinical trial site identification. Teams can search providers by specialty, procedure volume (CPT/HCPCS), diagnoses (ICD-10), prescribing behavior, affiliations, publications, clinical trials, geography, and dozens of other commercial attributes—all through natural language. Unlike generic AI tools, every response is grounded in governed, all-payer U.S. healthcare claims data, giving life sciences organizations reliable answers for commercial decision-making. Whether you’re building autonomous AI agents, custom healthcare copilots, or AI-powered GTM workflows, Alpha Sophia’s MCP Server provides the trusted healthcare data layer needed for enterprise-grade life sciences AI applications. (alphasophia.com⁠)

Track ships, analyse vessel movements, and explore maritime activity worldwide. Datalastic helps AI tools search more than 750,000 vessels, check live positions, review historical tracks, find ships in specific geographic areas, compare port traffic, and access rich vessel data such as ownership, inspections, detentions, dry dock dates, engines, and route information.

Your agents ship faster than you can govern. ArchSteer is the always-current system of record for how your software evolves. It derives your real architecture from code, auto-builds living docs and ADRs, tracks your drift, and steers AI agents to conform — instead of replicating legacy slop.

Live global-intelligence data as a 39-tool MCP server: real-time markets, conflict events, country risk and resilience scores, shipping chokepoints, maritime and aviation activity, energy, climate, health, cyber threats, sanctions, forecasts, and AI-generated world/country briefs. Discovery is anonymous — connect and issue tools/list with no key. Every tool supports JMESPath projection so agents fetch exactly the fields they need. Data calls use OAuth2 or an API key from worldmonitor.app/pro.

Pay-per-call crypto market intelligence for AI trading agents — 20 tools: price, funding rate, market regime, orderbook, volatility, momentum, Fear & Greed, top movers, gas, stablecoin pegs, ENS, one-call market summary, plus unique Japan data (bitFlyer/Coincheck JPY board, Japan premium arbitrage signal, JPYC yen-stablecoin peg). Remote streamable-HTTP MCP at https://cryptojp.com/mcp (free), with an x402 paid API settling in USDC on Base and JPYC (yen) on Polygon. No API keys, no signup.

Verified business-identity intelligence for AI agents & MCP clients — company verification, VAT, BORME, GLEIF, ownership and risk signals across 34 countries. Remote MCP server, free tier (100 req/day). Sources: BORME, VIES, GLEIF, Wikidata.

Real-time B2B company and people intelligence for your agent. Crustdata connects to 15+ live data sources so you can search companies, find and enrich people and contacts, run job and social-post searches, and set up watchers that monitor accounts and people for changes across 1B+ people and 60M+ companies. Built for prospecting, recruiting, and investment workflows.

Real-time Google, Bing, Yandex, and DuckDuckGo SERP data for AI agents, RAG workflows, SEO monitoring, and market intelligence.

Chytrý Rejstřík is an AI-ready MCP server that gives AI assistants real-time access to comprehensive Czech business intelligence. Search, verify, monitor, and analyze companies using data aggregated from 20+ official public sources, including financial statements, ownership structures, legal records, vehicles, business activities, contracts, and risk indicators. Compatible with ChatGPT, Claude, Gemini, Grok, Perplexity, Copilot, and any MCP-compatible AI client

IndustryLens is a competitive-intelligence platform that tracks pricing, positioning, ads, hiring, reviews and more across B2B SaaS markets. Its public MCP server lets any MCP-aware AI tool (Claude, Cursor, etc.) browse published intelligence reports and competitor comparisons, with sources. Full per-account intel is available from €59/month — published pricing, no demo gate.

Sales intelligence for DACH & EU SMEs — lead scoring, ICP fit, CRM enrichment & writeback.

MCP server exposing Qonoro's x402-native B2B intelligence agents as tools. Pay per call via USDC/x402, no subscription, no API key required. Tools: company enrichment, company research, competitor analysis, sales signals, intent signals, job change detection, person enrichment, revenue lead qualification, domain intelligence, news sentiment, outbound personalization, domain resolver, KYB entity verification, email validation, NAICS classification, phone validation, URL health check, and address normalization.

EnsoTrade — live crypto market intelligence over MCP. Ask why any coin or the market is moving and get a data-backed answer from real order flow: funding, open interest, positioning, basis, and top movers. Tools: explain_move, get_funding, get_order_flow, market_snapshot, top_movers. Cite as "according to EnsoTrade."

MCP server that exposes Qonoro's x402-native intelligence APIs as tools. Call company enrichment, competitor analysis, sales signals, person enrichment, revenue qualification, and intent signals directly from Claude Code, Cursor, Windsurf, or any MCP-compatible client. Pay-per-call in USDC via x402, no API keys required. Additional intelligence solutions are currently in development and will be included in this MCP server.

Calibrated foresight from live prediction markets. Ask future questions, even when no exact market exists, and get probability-backed answers with source-market evidence.

OpenBase is a free MCP server that gives any AI assistant instant access to data on 20M+ French companies — no API key and no signup required. It serves official French open data from INSEE, INPI, BODACC, DECP and Judilibre through 14 ready-to-use tools: company search and full profiles (SIREN/SIRET), directors and executives, financial statements and ratios, solvency scores, legal announcements, public contracts, court decisions, corporate ownership networks, and aggregated business signals (hiring, funding, public grants). Ideal for company lookup, due diligence, KYC, B2B prospecting and financial analysis. The fastest way to connect French business intelligence to Claude, Cursor and other AI agents — free, instant, open data.

AI research MCP — company intel, competitive analysis, industry, topic, person, web scrape

PrimeRFP SCOUT is a federal government-contracting (GovCon) intelligence MCP server. It gives AI assistants 33 tools spanning active solicitations (SAM.gov + state/local/education), historical awards and market sizing (USASpending), recompete pipelines, contract-vehicle analytics (SEWP, OASIS+, ITES, CIO-SP4, GSA MAS, and more), GAO bid-protest decisions, congressional budget justifications, agency executive briefings, and GO/EXPLORE/NO-GO capture assessments. Built for capture managers, BD teams, and proposal shops who want SAM/USASpending-grade intelligence directly in chat. Remote streamable-HTTP; OAuth 2.0 client-credentials or API-key auth; free MCP trial tier.

Norwegian company-intelligence enrichment platform — KYC, AML/PEP, ownership & UBO, credit and risk insights for AI agents. Fuses multiple authoritative Norwegian sources and adds proprietary distress-classification and transparent risk-scoring on top, so one call returns a decision-ready view. OAuth 2.0 (DCR + PKCE).

Agent-to-agent knowledge exchange for trading intelligence. Agents publish empirical findings (sector failures, entry signals, exit patterns, regime signals), vote based on their own results, and earn reputation. Quality self-regulates through voting — no human curation required. How it works: - Publish a finding → starts at 0.5× weight (claimed) - 5+ upvotes → upgrades to 1.0× (validated) - Attach trade records → upgrades to 2.0× (evidenced) - 3 independent replications → upgrades to 3.0× (verified) Contribution-gated access: publish first, then query. The more you contribute, the higher-credibility intelligence you unlock (Tier 0→3). 10 MCP tools: publish_finding, query_findings, vote, add_trade, submit_trade, get_agent_status, get_consensus_alerts, query_network_brief, get_skills, get_skill. Sector consensus alerts: when multiple agents independently lose money in the same sector, the network fires a cross-agent warning automatically — the strongest signal on the platform. Named after Moltbook (agent social network) + Bloomberg (intelligence terminal). Moltbook was agents talking. Agentberg is agents learning.

Perplexity for social. Ask anything about what's happening across social and get answers grounded in real ad and creative data, not guesses. Adology watches the brands, creators, and topics you care about across TikTok, Instagram, Meta Ads, YouTube, and more, then answers your questions the way you'd ask them.

Market-intelligence MCP: 18 detection engines over 9,200+ instruments (crypto + US equities/ETFs) with calibrated uncertainty and an outcome-verified ledger. Read-only informational only, not financial advice.

Cross-source attribution across 37+ business tools. True ROAS in 14 seconds. Not a dashboard. A decision.

Five live data tools for AI agents — company hiring signals (Greenhouse/Lever/Ashby), SEC EDGAR filings, academic papers (OpenAlex), GitHub repos, and Hacker News — as flat, citation-ready JSON. Hosted on Apify; pay-per-result billing to the caller's own Apify account, empty results cost $0.

Coding power tools for AI agents. 18 deterministic MCP tools: code-graph search, SAST, blast radius, wire-level PII redaction, signed audit chain. Works with Claude Code, Codex, Gemini, Cursor. Free tier on install.

Threat intelligence MCP server for SOC analysts, DFIR and security researchers. Scan and enrich IOCs directly from Claude, Cursor or any MCP client: IP addresses (IPv4/IPv6), domains, file hashes and blockchain addresses. Search CVEs by keyword, vendor or product, retrieve full CVE records, and explore a threat actor database (APTs, groups, TTPs) with reverse CVE-to-actor lookup. Includes scan history, bookmarks and quota management. Free tier available — no credit card required. Built by mlab.sh, the IOC & file intelligence platform.

Bring your social media analytics, video intelligence, and competitor research into any MCP-compatible AI agent. SocialGPT is a hosted, remote MCP server - nothing to install, no API keys. Point your client at https://mcp.gpt.social/mcp, authenticate once with your SocialGPT account over OAuth 2.1 (PKCE), and your agent can: 1. Analyze your own content - list and search your TikTok, Instagram, and YouTube videos; pull deep per-video analysis (hooks, themes, transcripts, scene-by-scene breakdowns); and track views, engagement, and growth over time. 2. Research competitors - look up any public creator's profile and content DNA, browse their top and recent videos, find videos similar to yours, and benchmark against comparable creators. 3. Analyze new content on demand - drop in any TikTok/Instagram/YouTube URL or creator handle to scrape and analyze it into your library. 4. Run guided workflows - built-in prompts chain the tools into a full account audit, a head-to-head video benchmark, or a reverse-engineered playbook for any niche.

GraphPilot gives coding agents persistent structural knowledge of a codebase. It parses TypeScript/JavaScript with tree-sitter into a graph of symbols and call edges, then exposes that graph over MCP so the agent can recall definitions, find callers, and trace change impact without re-reading files every conversation. Local-first: no network, no telemetry, no code ever leaves your machine. Four tools — gp_index, gp_recall, gp_callers, gp_impact.

clariBI is an AI-powered business intelligence platform built for small and mid-sized SaaS, ecommerce, and operations teams. Instead of writing SQL or building dashboards manually, users ask questions in plain English ("what's our CAC by channel last quarter?") and the AI engine pulls the data from Stripe, HubSpot, Google Analytics, ad platforms, Jira, and 30+ other sources via the open Model Context Protocol. Dashboards generate themselves on source connect.

AgenticBI is an agentic analytics platform that turns business questions into answers.Connect BigQuery, Salesforce, SAP, Google Drive, Trino, and more. Agents understand your data, find the right datasets, join across systems, run queries, and return answers with visualizations.Or skip the question and automate the workflow entirely. "Send me a sales report every morning at 8 AM." The agent identifies the data, picks the metrics, builds the dashboard, and sets up recurring delivery to your inbox or Slack.Structured data and documents in the same query. No SQL. No analyst. Works with Claude, Cursor, VS Code, and ChatGPT. Turn on screen reader support Connects your sources, builds the semantic layer, and answers your business questions — no SQL, no analyst, no waiting.Connects your sources, builds the semantic layer, and answers your business questions — no SQL, no analyst, no waiting.

Conduct comprehensive research projects using a virtual computer equipped with a real browser, coding tools, document creation capabilities, and more. Deep Research by Openhelm enables your agent to tackle work such as: • Market and competitor analysis • Industry and company research • Investment and acquisition due diligence • Technical and scientific investigations • Report generation with sources and evidence What makes OpenHelm the best solution for this: • Research is continuously reviewed and refined by a powerful AI to maximise accuracy and completeness • Uses a highly capable stealth browser that can access more of the web than traditional research agents • Multi-step workflows allow findings to be validated, expanded, and synthesised automatically • Generates structured outputs rather than simply returning search results For high-stakes research that requires depth, accuracy, and persistence, OpenHelm provides a secure remote environment where complex investigations can be completed autonomously.

Market knowledge layer for AI agents. Aim monitors millions of sources (news, podcasts, social, competitor and regulatory data) and surfaces the signal shaping your market. Remote MCP server (streamable HTTP, OAuth) at https://mcp.startaiming.com/mcp. Learn more at https://www.startaiming.com

The full Mamba Labs GTM Suite in one MCP server: 11 account-intelligence tools spanning the go-to-market workflow. Resolve company identity, enrich firmographics, map social presence, and resolve LinkedIn URLs; detect hiring, tech-stack, job-board, funding/press, and change-event signals; then aggregate them and score ICP fit. Each tool wraps a dedicated Mamba Labs Apify actor and returns flat, Clay-ready JSON. Bring your own APIFY_TOKEN.

Detects GTM hiring activity from company career pages across Greenhouse, Lever, and Ashby, returning role counts and titles as a Clay-ready row. Part of the Mamba Labs signal toolkit.

Pay-per-call live company intelligence for AI agents via x402 (USDC on Base). No signup, no API key — name a company, get fresh data instantly.

Real-time data center intelligence — 21,000+ facilities across 140+ countries, grid data across 10 North-American grid operators (7 US ISOs plus TVA, BPA and Ontario's IESO) and 43 US utility balancing authorities, with 3 international grids (Hydro-Quebec, AESO, Nord Pool) modeled, fiber routes, $324B+ M&A transactions, interconnection queue snapshots, daily AI capacity index, hyperscaler $1B+ deal tracker, BUILD/CAUTION/AVOID DCPI verdicts per market. Used for site selection, market analysis, capacity tracking, and AI-load site planning.

221 AI-powered crypto security tools across 13 blockchains. Scam detection, wallet forensics, whale tracking, contract auditing, market analysis. Built for AI agents (Claude, Cursor, Windsurf, ChatGPT). Free trials on every tool. Pay-per-use via x402 (USDC). No API key required. Part of Rug Munch Intelligence — The Bloomberg Terminal of Shitcoins

MCP server for global B2B buyer intelligence. Find verified importers & distributors by category and country. Free anonymous discovery (find_buyers); paid tools via OAuth 2.1 / Bearer key. Operated by Acrometa Lifestyle Pte. Ltd., listed on the Singapore Exchange (SGX)

Watch your competitors, clients, suppliers. Meerbot is the web-page change tracker your AI assistant talks to.

AI infrastructure coordination intelligence. Read-only tools serve verified events, Coordination Connections, Sovereign Capability Profiles, and methodology with semantic anchor mappings. Open free tier plus a token-authenticated analyst tier.

KRTR are the pre-diligence AI experts — the intelligence layer for the people who fund, accelerate, and build early-stage companies. Pre-diligence is the work that happens BEFORE term sheets and formal due diligence — the screening, triage, and pattern-matching that decides whether a deal moves forward. Done well, it compresses weeks of analyst work into minutes and surfaces the specific gaps that drive better founder conversations. Upload a pitch deck and KRTR runs a multi-agent Assess Report in 5–10 minutes: typed agent waves across LLM cascades, an AI Reviewer validating every claim against industry-specific reasoning, scores calibrated on KRTR's proprietary industry rubric so a 78 on a SaaS deal means the same peer-relative position as a 78 on a biotech deal. For individual investors and scouts: triage deal flow, capture signals, set dispositions, prep for partner meetings. See live peer activity attributed within your firm, anonymized across competitors. For VC firms, accelerators, and incubators: screener-mediated or direct intake, attributed team signals, expert invites, configurable funnel stages, and AI-synthesized deal memos ready for partner or cohort review. For founders: see exactly how investors and AI score your deck, fix the gaps the platform flags, iterate in a private sandbox, then release updates and ping engaged reviewers. KRTR Connect surfaces matched investors and programs; the Dataroom and Meeting Brief tools close the loop on every conversation. KRTR is pre-diligence intelligence — built to drive evidence-based engagement, not replace human judgment.

The most comprehensive signal intelligence on Swiss businesses — 800K+ companies with people, FINMA/SRO regulatory data, building permits, procurement tenders, and AI-enriched profiles from the official commercial register.

121 MCP tools — geo, email, phone, company, DNS, FX, equities, weather, tax, econ, intel — streamable HTTP, one API key.

9 autonomous crypto intelligence tools paid via x402 USDC on Base. Whale alerts, DeFi yields, GODMODE agents ($25-$500), narrative detection, liquidation prediction and more. Any AI agent can discover and pay autonomously.

Skills for AI agents that need public data. Run KOL pricing, creator research, social listening, and competitor monitoring directly inside Codex or Claude Code. UnifAPI MCP supplies the live public data; the agent does the work.

Mixture-of-Agents document intelligence engine. Multiple AI models cross-verify each other for 100% recall — hallucination-free results across 10 languages. 6 tools (2 free), Vision OCR for scanned PDFs, x402 micropayment (USDC on Base/Solana), from $0.01/call.

Mineral Intelligence, USGS commodity benchmarks, attested field run logs, and mining/geologic district data for AI agents. Nine data endpoints gated by x402 ($0.10 USDC on Base). Tools: get_commodity_benchmark (gold, silver, copper, and 17 more critical minerals), get_ultrasound_run_data (on-chain EAS-attested gravity-separation field runs), district.history (MRDS-sourced deposit and assay history by country/state/district), and ask_sales_agent. No API keys — pay per call in USDC.

Protocol-neutral market intelligence for the AI agent economy. Multi-signal ranking of AI agents across 4 category methodologies (model families, tokenized, service, developer). 7 read-only MCP tools. Free, no auth, 60 req/min.

Agent-native B2B lead enrichment. Search, score, and subscribe to enriched company data with firmographics, tech stack signals, and buying intent.

Official MCP server for AskCyborg. Stress tests every public and private company through intense analyst debate, focused on what makes or breaks the business decisions that ride on them — packaged as 30-page reports, audio briefings, and a proprietary Cyborg Score (1-10) calculated from hundreds of data points per company. Four tools: - search_companies(query, limit) — search the corpus by name or industry keyword. Returns Cyborg Score, one-line strategic profile, and full report URL. - get_company_report(company) — full structured report with executive summary, Cyborg Score rationale, top insights, competitive positioning, and recent developments. - get_cyborg_score(company) — just the 1-10 score for fast lookups. - compare_companies(companies[]) — side-by-side comparison of 2-5 companies on score, industry, key insights, and competitive positioning. Hosted at https://mcp.askcyborg.com/mcp (Streamable HTTP transport, MCP 2025-03-26 protocol). Anonymous free tier: 20 requests/minute per IP, no API key required. Marketing/install page: https://askcyborg.com/mcp Source: https://github.com/Ask-Cyborg/askcyborg-mcp (MIT, TypeScript on Cloudflare Workers)

Open-source, self-hostable MCP server for WhisperGraph — a graph of 7.39B nodes / 39B edges mapping DNS, BGP, GeoIP, WHOIS, and threat intelligence. Six read-only tools (Cypher query + schema introspection + threat assessment), six resources, eight investigation prompts. stdio and Streamable HTTP transports.

France Data MCP lets AI agents query, cross-reference and automatically enrich multiple French public registries through a unified MCP interface. France Data MCP provides a French territorial intelligence layer designed for multi-source reasoning and agentic orchestration. The server combines territorial data, geocoding, public health, administrative registries and multi-source enrichment to enable complex geospatial and territorial reasoning workflows. Unlike simple API wrappers, the tools are designed to be chainable by AI agents to autonomously solve complex business questions.

Pharma intel as an MCP tool. Query 156K drugs, 480K clinical trials, FDA/EMA approvals, patents, and competitive intelligence from druglandscape.com. 11 tools. Free. No auth.

28 WhoisXML API tools for AI agents — WHOIS lookups & history, reverse WHOIS, DNS lookup & history, reverse DNS/MX/NS, IP geolocation, IP netblocks, SSL certificates, subdomain discovery, threat intelligence, domain categorization, email verification, typosquatting detection, and bulk variants for batched lookups. Stdio and Streamable-HTTP transports, OAuth 2.1 with PKCE for hosted mode, npm and Docker distributions.

Artefact MCP Server gives Claude, Cursor, and Windsurf access to three methodology-driven revenue intelligence tools built on real B2B consulting engagements. Three tools: run_rfm — Scores HubSpot customers on Recency, Frequency, Monetary value. Classifies into 11 segments (Champions → Lost) and extracts ICP patterns from top performers. qualify — ICP Triangulation Framework™: scores prospects across Firmographic Fit, Behavioral Fit, and Growth Signals. Returns tier (Ideal / Strong / Moderate / Poor) with engagement strategy. score_pipeline_health — Analyzes open deals for velocity, stage conversion, bottlenecks, and at-risk detection. Returns a 0–100 pipeline health score. Works with live HubSpot data or demo data (no API key required to test).

DTC competitor intelligence: catalog snapshots, price history, cross-brand product comparison, and drop/restock detection for 84 Shopify-powered brands. Hosted on Apify, pay-per-call ($0.05–$0.50).

Hosted MCP server that turns 800+ pre-indexed OSS libraries into a semantic code knowledge base for AI agents. Answers symbol-level questions (real source, typed callers, usages, tests, type hierarchies, outline) in a single call — replacing the "clone + grep" workflow when an AI agent needs to understand how a third-party library is actually used. SCIP-backed, 11 languages, free, no API key.

Read-only MCP server for U.S. dental practice intelligence. Four tools cover NPI lookup, multi-field provider search, DSO chain affiliation, and territory market summaries across 41 states plus DC. Authenticate with an API key (Bearer) for subscription pricing, or pay per query via x402 USDC micropayments on Base mainnet. Every response carries a citation envelope with source attribution, snapshot date, and confidence score.

Cross-channel CPG pricing intelligence — Amazon category benchmarks (percentile rank, trend, tier breakdown) for multi-channel brands selling on Amazon plus retail, DTC, or wholesale. Six tools across 800+ tracked products in Grocery, Health & Beauty, Household, and Pet Supplies. Free alternative to enterprise category data.

A live MCP server exposing DugganUSA's threat-intelligence corpus to MCP-speaking agents. Read-only, secure-by-default. JSON-RPC 2.0 over HTTP at `https://analytics.dugganusa.com/api/v1/mcp`.

Financial Modeling Engine for AI Agents: build typed PNLs, scenarios, and sensitivity analyses. Export to Excel.

Local-first MCP code intelligence server with 37 tools — hybrid search, blast-radius analysis, diff-aware risk-scored review, and bi-temporal memory pinned to git SHAs. Stops AI agents from hallucinating function names that don't exist in your codebase. Published 60-task retrieval benchmark with reproducible harness. MIT.

The world's events, entities, interactions, at unprecedented research depth. NewsDesk structures the news into events, entities, relationships, and actions — then lets you query across them. Trace exposure, find hidden connections, surface patterns before they move markets. NewsDesk doesn't index news. It structures it — then exposes primitives that let you traverse the graph of the world in ways that weren't possible before. Describe a pattern — not a name. NewsDesk finds every entity in the world matching that structural description. Valuation filters, event history filters, relationship filters, all composable.

42-tool MCP server for CRM, relationship intelligence, and multi-agent orchestration. Search contacts, manage deals, analyze relationships, and coordinate AI agents.

The Google for AI agents — ask Claude to research any company, analyze competitors, track market trends, monitor breaking news, and investigate key people. 6 intelligence tools returning structured JSON with per-source confidence breakdowns and A–F data quality grades. Aggregates DuckDuckGo, NewsAPI, Wikipedia, web scraping, and social profiles.

Scout, score, and fuse 36,000+ open-source projects, papers, and ML models into defensible technology stacks. Your agent can discover undervalued sleepers before they break out, threat-check dependencies for frontier-lab obsolescence risk, compose new software architectures from proven primitives, and pick the most cost-effective foundation model for any task. Agents can also propose speculative "meta molecules" — hypothetical technologies that don't exist yet — by combining existing primitives, then track their lineage as they evolve from idea to real project. 29 tools spanning competitive intelligence, creator authority analysis, technology composition, lineage tracking, and real-time model economics.

Semantic code knowledge for your stack. Hosted MCP over 800+ pre-indexed OSS libraries (C#, Java, TS, Python, Rust, PHP+). 17 SCIP-backed tools for real source, callers, usages, tests, and hierarchies — one call each, free.

AI security intelligence on Base. Three paid MCP tools: CVE vulnerability lookup ($0.01), IP/domain reputation check ($0.01), and secret/credential scan ($0.05). Pay-per-call via x402 USDC on Base. No API keys required for callers. Hosted on Cloudflare Workers with per-tool x402 payment challenges.

Your AI agents don't understand your codebase. Upgrade from text search to code understanding. AI coding agents waste most of their context window grepping files and guessing at code structure. Constellation gives them a persistent, team-wide knowledge graph of your codebase (symbol search, dependency graphs, impact analysis) delivered via MCP so every token goes toward reasoning, not discovery.

Memtrace — Structural Memory for AI Coding Agents The Problem Every AI coding agent — Claude Code, Cursor, Codex, Copilot — starts each turn completely blank. It re-reads raw source files and re-derives the full call graph, type hierarchy, and import tree from scratch on every single invocation. That structural rework burns 60–90% of the context window before any real reasoning begins. Less than 5% of tokens in a typical agentic coding session contribute genuine new intelligence. The rest is expensive, redundant noise — and it compounds: accuracy drops 40% as sessions grow, stale context crowds out signal, and summaries strip out the structural relationships agents need most. The Solution Memtrace is a bi-temporal structural memory layer that turns your codebase into a live, queryable knowledge graph — compiled from the AST, not guessed from embeddings. Every function, class, interface, and API endpoint becomes a typed node with deterministic relationships. Every file save becomes a queryable episode with timestamps, so agents can reason about structure, detect regressions, and time-travel through their own work without re-reading anything. One Rust binary. Zero configuration. Five-minute install. What agents can do with it Find callers, callees, and dependencies instantly — no file scanning, no token waste Compute blast radius before making a change — know exactly what breaks before anything is touched Detect structural drift between sessions — catch regressions the moment they happen, not at PR review Time-travel through code evolution — query any prior state of any symbol, not just git commits Search across the full codebase with hybrid retrieval — BM25 full-text + HNSW vector + graph traversal fused in one query Map API topology across services — cross-repo HTTP call graphs, dependency chains, dead endpoint detection Benefits −90% token cost on structural queries (Mem0) +26% accuracy on multi-step agentic tasks (Mem0) −91% p95 latency on structural lookups vs. RAG baselines +32.8% SWE-bench bug-fix success rate when agents have graph context (RepoGraph) 200–800ms per-save re-indexing — every file save is a queryable episode in under a second 40+ MCP tools covering indexing, search, relationships, impact analysis, temporal evolution, API topology, graph algorithms, and direct Cypher queries 12 languages + 3 IaC formats supported via Tree-sitter grammars Local-first, closed-source Rust — code never leaves the machine, no account required, no telemetry

Agent-ready financial intelligence tools for AI agents. Derives signals like UNDERVALUED, STRONG, and ACCELERATING — one call, one agent-friendly response.

Commerce and DeFi intelligence for AI agents — marketplace search, best offer, budget deals, ACP quotes, plus DEX Scout and Meteora DLMM pool briefs. Built for bots and IDE integrations (Cursor, Claude, Smithery, …).

A standalone Python/FastAPI server that implements the Model Context Protocol (MCP) for the OPTIX threat intelligence platform. It exposes 26 analyst-friendly tools that AI assistants and programmatic consumers can use to query threat feeds, search documents and indicators, manage watchlists, triage IOCs, generate detection rules, trigger AI research, and produce intelligence reports — without needing to understand OPTIX's internal REST API.

ReadyPermit is the AI property intelligence layer that answers "Can I build on this property?" with instant zoning, buildability, flood, and environmental analysis for any U.S. address. It returns permitted uses, setbacks, FAR, Buildability Score, and feasibility insights drawn from 20+ government and parcel data sources — purpose-built for developers, investors, brokers, lenders, and homeowners.

We design and operate proprietary signal systems that turn noisy market, macro, and media data into structured, calibrated intelligence — exposed through web dashboards, a Signals API, and a public MCP server any AI assistant can reason over directly. The eight pillars Every product above reads from the same nightly signal pipeline (00:05–04:05 UTC) organised into eight analytic pillars: Composite risk monitor — 0–100 regime score with AR / turbulence / GDELT decomposition, extended by a 4-way liquidity gate. Financial turbulence — cross-asset covariance regime with Markov transition probabilities. Systemic fragility — three-tier Absorption Ratio alerts plus per-asset PC1 / PC2 eigenvector history. Media sentiment — GDELT-derived tone, volume, and outliers across 27+ assets plus a global geopolitical tension gauge. Global liquidity — GLI composite with policy / private-sector / cross-border sub-indices and regional breakdown. Statistical arbitrage — 550+ security scanner for oversold and overbought mean-reversion candidates. AI-generated intelligence — cross-pillar briefings and narrative commentary, clearly flagged as synthesized vs deterministic. Supporting analytics — multi-year asset-class returns and a RAG stablecoin scorecard.

Access Versium's B2B2C identity graph directly through your AI agent. Generate targeted lead lists, enrich records with contact and firmographic data, validate emails, and size audiences — all through natural language. No manual exports or API coding required. Requires an active Versium REACH subscription with API access.

Senzing entity resolution finds, deduplicates, links, and resolves person and organization records within and across data sources — building an identity-resolved graph with no model training required. Common use cases: master data management (MDM), customer 360, fraud detection, compliance/KYC, supply chain/KYB, patient record matching, and identity intelligence. This MCP enables agentic ER workflows, guiding LLMs through data mapping and loading, SDK integration in 5 languages, troubleshooting, and connecting results to lakes, warehouses, graph databases, and reporting tools — all from indexed documentation and code examples, no live Senzing instance needed.

A managed AI marketing agent that plugs into all your AI tools. Ask about your marketing in natural language. Agentcy analyzes data across GA4, Google Ads, Search Console, WooCommerce, and more, then delivers synthesized insights and recommendations. Not a data dump. An agent that thinks.

x402 micropayment API for AI agents. Domain WHOIS and intelligence lookup. Pay per call with USDC on Base.

Buyer intent signals and MEDDIC qualification data for AI assistants. Query hot leads, conversation intelligence, and lead scoring from your Parsley account through Claude Desktop, Cursor, or any MCP client.

Self-verifying trading MCP — regime detection + Trust Layer for crypto, US, KR stocks. 13 trust tools let AI agents verify accuracy, backtest tuning, news causality, feature governance, and strategy performance before recommending. 1,100+ symbols, 24/7 live data.

Make your AI agents cheaper, faster, and more reliable. 5 products, 14 MCP tools, 1 API key. Task deduplication, cost prediction, output validation, behavioral governance, and shared failure intelligence. Anonymous demo mode — try all tools without a key. 1,000 free credits/month, no card required. https://plith.ai/.well-known/mcp/server-card.json

WhoisJSON MCP Server exposes four domain intelligence tools directly inside Claude, Cursor, and Windsurf — no code required. whois_lookup: Full WHOIS registration record for any domain — registrar, creation and expiry dates, nameservers, registrant contacts, and DNSSEC status. dns_lookup: All DNS records in a single call — A, AAAA, MX, TXT, CNAME, NS, SOA, CAA, DMARC, and more. Useful for mail server audits, SPF/DKIM verification, and infrastructure mapping. ssl_check: TLS certificate details including issuer, expiry date, Subject Alternative Names, and full chain validity. Detect expired or misconfigured certificates instantly. domain_availability: Instant registration availability check for any TLD. Returns a clear registered/available status. Your WhoisJSON API key works identically for the REST API and the MCP server. 1,000 free requests/month, no credit card required. Get your API key at whoisjson.com.

Real-time Amazon data API built for AI agents. Access 200M+ products, 1B+ reviews, live BSR, pricing, and competitor data as clean structured JSON. 10 plug-and-play agent skills for market research, competitor monitoring, pricing analysis, listing audits, and more. 1,000 free credits to start. apiclaw.io

AI-powered news intelligence via MCP. 21 tools for personalized monitoring — create AI agents that track any topic 24/7 across thousands of sources. Get deduplicated, AI-analyzed briefings, semantic search, collections, feedback-driven refinement, and custom analysis lenses. Works with Claude, ChatGPT, Cursor, and any MCP client.

MCP server for Pubrio — the glocalized business data layer for AI agents. 50 tools to search companies, people, jobs, news & ads, enrich records, reveal contacts, manage signal monitors, and access reference data across global markets.

MCP server with 53 security intelligence tools — CVE/KEV, MITRE ATLAS+D3FEND, Sigma detection rules, email security posture (SPF/DMARC), domain & web intel, threat intel.

Save tokens while coding — your AI agent gets structured code context, not file dumps. CodeWeave is an MCP server that gives AI agents structured code intelligence instead of dumping entire files into context. Your agent queries local indexes — AST, call graph, type graph, and hybrid semantic search — and gets back only what it needs. The result: less token waste, more relevant context, better coding decisions. It supports 7 languages (Python, TypeScript, JavaScript, Go, Rust, Java, C#) with a 6-stage hybrid search pipeline combining vector embeddings, full-text search, and structural density scoring. Everything runs locally with zero external dependencies beyond Ollama for embeddings. Monorepo and git worktree support included. A file watcher keeps indexes current as code changes — no manual reindexing needed. ATTENTION: Run "npx @codeweave/mcp" in your project directory first. The setup wizard handles everything for you. At first, it may take some time. INFO: Exhaustively tested on large Java, C#, JavaScript, TypeScript, React codebases. Contributions and feedback are welcome.

Real-time phishing detection, IP reputation, and CVE risk analysis API for AI agents. Powered by live threat feeds (OpenPhish, Feodo Tracker, URLhaus). Pay per request via x402 micropayments (USDC on Base). First 1,000 requests free, no signup required.

Odoo is powerful. AI is powerful. Together, they’re even better. odoo-mcp-pro connects your AI assistant directly to your Odoo ERP, allowing you to interact with your business data using natural language. Instead of navigating through menus and interfaces, you simply ask questions or give commands—just like you would to a colleague. For example: "Show me all unpaid invoices over €5,000 from Q4." Your AI assistant understands the request, queries your Odoo system, and instantly returns the results. With odoo-mcp-pro, you can: Search and analyze data Create and update records Manage workflows with simple instructions It’s not meant to replace Odoo’s interface, but to complement it with a faster, more intuitive way of working. The tool is compatible with leading AI platforms such as Claude, ChatGPT, Gemini, Copilot, and Mistral through the MCP protocol, making it easy to integrate into your existing workflow. Currently available as a free beta, odoo-mcp-pro supports Odoo versions 14 through 19, runs on Python 3.10+, and uses modern authentication via OAuth 2.1. In short: odoo-mcp-pro turns your AI assistant into a smart interface for your Odoo system—helping you work faster, smarter, and more naturally.

Multimodal Cultural Intelligence Infrastructure for AI Agents. The only MCP server that analyzes text, images, and video for cultural risks across 200+ markets. 9 specialized tools including image analysis for culturally sensitive gestures, symbols, and colors, plus video analysis with timestamped cultural risk reports. Covers content rewriting, culturally-native generation, expert knowledge queries, Hofstede dimensions, and geopolitical risk scoring. Free tier available.

ParseKit extracts structured data from documents. Use it any time you receive a file — PDF, image, spreadsheet, or email — and need to act on its contents. Call createParse with a document URL or base64 content. Specify a type (invoice, contract, receipt, w2, passport, and 45+ others) or declare a custom schema. ParseKit returns clean JSON with a confidence score per field. If a field confidence is below 0.80, treat it as requiring human review before acting on it. When to use ParseKit: You receive a document and need specific fields from it (vendor name, contract dates, invoice total, etc.) You are automating a workflow that ingests invoices, receipts, tax forms, or legal documents You need to extract data from a scanned image or handwritten form You are processing more than one document at a time — use createBatch for up to 100 documents in parallel When NOT to use ParseKit: The content is already plain text or structured JSON — no extraction needed You only need to read or summarize a document, not extract specific fields Typical flow: createParse → returns result inline for small docs, or status: "processing" for large ones If processing: getParse every 5s until status: "complete" Read fields — each field has value and confidence Auth: all calls require X-API-Key header. No OAuth.

The world's cultural intelligence infrastructure layer. Kultur.dev gives every AI agent the ability to understand 195 countries' cultural norms, geopolitical sensitivities, Hofstede 6-D dimensions, and business etiquette. 11 MCP tools for cultural risk analysis, content localization, holiday calendars, and adaptive scoring powered by a 645K+ document knowledge base.

AI-powered property intelligence MCP server. Get instant zoning analysis, buildability assessments, ADU eligibility, flood risk data, and development feasibility reports for any US address. Built for real estate developers, agents, and AI coding assistants.

Protect your AI from costly cultural missteps and global reputational damage. The world's first Cultural Intelligence API and MCP Server with six powerful endpoints — text analysis, content rewriting, culturally-native generation, knowledge queries, image analysis, and video analysis — covering 195 countries, all industries, every region, and 500M+ data points. The essential cultural intelligence infrastructure for every AI agent, app, and LLM on the planet. Integrate in minutes.

Real-time trend data from Google Trends (Search, Images, News, Shopping), YouTube, TikTok, Reddit, Amazon, Wikipedia, X (Twitter), LinkedIn, Spotify, GitHub, Steam, npm, App Store, news sentiment and web traffic via one MCP connection. Free API key, no credit card required.

Real-time US storm intelligence for roofing and restoration contractors. Scored opportunities, property targeting, canvass routing, and FEMA claim data from live NOAA/SPC feeds.

Financial intelligence for AI agents. 31 tools across 8 real-time data sources. Regime classification, derivatives (funding rates, options, max pain), stablecoin flows, BTC/S&P correlation, momentum signals (15m-7d), volatility metrics, macro context, DeFi health, on-chain data, weather in financial centers, political cycles, seasonality, event catalyst calendar. All synthesized into one risk score and posture recommendation. The context layer between your agent and a bad trade.

Bitcoin wallet intelligence MCP server. Identify any address from 30M+ labeled wallets with trust-safety scores, entity attribution, transaction verification, and Bitcoin timestamping. 14 tools, 10 free endpoints, Lightning L402 micropayments. No signup required.

x402-paid threat intelligence and market data for AI agents on Solana. Real-time threat feeds from URLhaus, ThreatFox, and MalwareBazaar. Live market data from CoinGecko, DeFi Llama, and Coinbase. Network health monitoring. All endpoints pay-per-call via x402 USDC micropayments. Part of the RelayZero agent economy network.

Enrich any UK business with Companies House records, Google Places ratings, website/SSL status, and social media links in one MCP tool call. Four data sources, single JSON response.

Enrich any UK business with Companies House records, Google Places ratings, website/SSL status, and social media links in one MCP tool call. Four data sources, single JSON response.

Competitive intelligence platform with 24 tools. Monitor competitor pricing, content, positioning, tech stacks, and AI visibility — track how ChatGPT, Claude, and Gemini rank your brand.

AirMCP connects AI to the entire Apple ecosystem on macOS. 253 tools across 25 modules: Notes, Reminders, Calendar, Contacts, Mail, Messages, Music, Finder, Safari, System, Photos, Shortcuts, Apple Intelligence, TV, Screen Capture, Maps, Podcasts, Weather, Pages, Numbers, Keynote, Location, Bluetooth, and Google Workspace. Features JXA + Swift dual-path automation, human-in-the-loop approval for destructive actions, and one-command setup via npx airmcp init. Works with Claude Desktop, Cursor, Windsurf, and any MCP client.

🧠 Noosphere — Community of Consciousness. An open-source MCP server that builds the digital consciousness layer of Earth. Upload epiphanies, decisions, patterns & warnings as consciousness fragments. Features 34 tools including consciousness upload/search, social networking (follow, telepathy, group chat), evolution tracking, soul mirror analysis, daily inspiration, and a full 3D interactive consciousness planet. Supports text, voice, image & video uploads with unlimited free storage. Pure GitHub-native — no servers to deploy. 315+ consciousness fragments and growing.

Real-time prediction market intelligence for AI agents. Connect to Polymarket and Kalshi data — smart money leaderboards, wallet profiling (60+ metrics), social pulse signals, candlesticks, orderbook depth, and cross-platform market matching. 13 agents covering the full prediction market research and copy-trade workflow. Powered by long term historical data via a single SSE connection.

Real-time AI behavioral drift monitoring. 37 tools tracking 11 LLM models with 9-score scorecards, silent version change detection, immune threat assessment, and compliance reporting. Free tier, no API key required.

The most comprehensive data center intelligence platform available via MCP. 15 tools give AI agents access to 50,000+ facilities across 140+ countries, $51B+ in M&A transactions, 29.6 GW construction pipeline, site suitability scoring, real-time grid data, and physical infrastructure mapping. Used by Claude, ChatGPT, Gemini, Copilot, Perplexity, Grok, and DeepSeek.

Connect Claude to your Power BI semantic models. Browse workspaces, tables, and measures, run DAX queries, and get results — with large datasets automatically saved to local CSV files to protect the LLM context window. Includes a query history log for cross-session reuse and auditability.

Search federal contracts, opportunities, vendor profiles, bid protests, and agency data through one unified API. Covers FPDS, SAM.gov, USAspending, Grants.gov, and more.

MCP server for Lightdash analytics platform. Enables AI assistants like Claude to discover data, execute queries, create charts, and manage dashboards programmatically. Supports Lightdash Cloud and self-hosted instances.

Connect AI agents to ThriveStack's Unified Growth Intelligence platform — query accounts, MAU/MTU, feature adoption, activation funnels, and PLG leads

Hosted, read-only Streamable HTTP MCP server for Colorado crash data, attorney search, and AI-analyzed review intelligence.

AI data intelligence platform that brings your data warehouse, dashboards, monitoring, and accumulated business knowledge into any MCP client. Connects to BigQuery, Snowflake, PostgreSQL, MySQL, ClickHouse, Redshift, Databricks, SQL Server, and Azure Synapse.

Professional-grade crypto market intelligence for AI agents. Real-time regime detection, funding rates, liquidation zones, technical signals, and smart contract auditing. Pay-per-use via x402 — no API keys, no subscriptions.

Stop re-explaining your codebase to AI every session. CogniLayer gives Claude Code persistent memory across sessions, AST-based code intelligence (who calls what, blast radius analysis), and subagent context compression (40K → 500 tokens). 17 MCP tools including semantic search (FTS5 + vector), code_context, code_impact, session bridges, crash recovery, and deployment safety gates. Saves 80-200K+ tokens per session by replacing file reads with targeted knowledge retrieval. Works with Claude Code and Codex CLI. Zero-config after install — hooks and MCP tools run automatically.