Search: llm
Search MCP servers and agent skills by name, description, category or topic — 553 results.
epistemedeus/ai-readiness
Check whether a website is visible to AI search (ChatGPT, Perplexity, Claude, Google AI Overviews). Scores AI-crawler access, JSON-LD structured data, title/meta, Open Graph, sitemap, and llms.txt, with a specific fix for each gap. Dependency-free, no API keys. Install: `npx -y github:epistemedeus/ai-readiness mcp`.
argosvix/mcp-server
Observability for AI agents: 87 tools to query LLM cost, errors, and latency across OpenAI/Anthropic/Gemini/Mistral, and operate alerts, budget gates, evals, and safety checks from Claude/Cursor. Install: `npx -y @argosvix/mcp-server`.
lizhuojunx86/chinese-history-mcp
Query 9 classical Chinese texts (pre-Qin to Wei-Jin: 史记/汉书/后汉书/三国志/左传/论语/孟子/吕氏春秋/资治通鉴) by event, person, modern place name, or virtue — every result cites 【book · chapter · paragraph】 with original-text evidence and an honest `review_status`. Zero-dependency stdlib stdio JSON-RPC.
Rererr/amenbo
Japanese-web-native web fetching optimized for low target-site impact and token efficiency. Outline-first progressive disclosure, Shift_JIS/EUC-JP mojibake handling, PDF/CSV extraction, and polite crawling (robots.txt, rate limits, honest User-Agent). Install via `npx -y amenbo`.
davidmosiah/astral-mcp
Zero-setup astrology MCP server for natal charts, current transits, synastry, Moon phases and birthplace lookup, with privacy modes for compact agent payloads.
hannesrudolph/mcp-ragdocs
An MCP server implementation that provides tools for retrieving and processing documentation through vector search, enabling AI assistants to augment their responses with relevant documentation context
massimodeluisa/recursive-decomposition-skill
Handle long-context tasks (100+ files, 50k+ tokens) through recursive decomposition strategies based on RLM research
JamesANZ/prediction-market-mcp
An MCP server that provides real-time prediction market data from multiple platforms including Polymarket, PredictIt, and Kalshi. Enables AI assistants to query current odds, prices, and market information through a unified interface.
trayders/trayd-mcp
Trade Robinhood through natural language. Portfolio analysis, real-time quotes, and order execution via Claude Code.
naveenayalla1-CS50/mcp-server-toolkit
Plug-and-play MCP server toolkit with semantic code search, natural language database queries, docs indexing, and OpenAPI introspection. One-command setup for Claude Code, Cursor, and Windsurf.
Neo1228/spring-boot-starter-swagger-mcp
Turn your Spring Boot application into an MCP server instantly by reusing existing Swagger/OpenAPI documentation.
kannajune/mcp-architect
Gives any AI assistant real architectural understanding of a codebase: tech-stack overview, internal dependency graph with cycle detection, risk hotspots, and module summaries. Local, zero-config, no API keys. `uvx mcp-architect`.
contradictory-body/cc-sensei
Distills Claude Code's 310K LoC source into 32 queryable architecture modules via MCP. 6 tools: list modules, query architecture, trace cross-cutting concerns, search patterns, and read source code. Sub-120ms p95, fully local, zero network deps.
davidgut1982/lore-mcp
Persistent knowledge layer for AI agents. KB, investigation threads, journal with multi-agent attribution. SQLite/PostgreSQL/Supabase.
AutomateLab-tech/ai-seo-mcp
AI-SEO / AEO / GEO audit MCP for any public URL. Scores schema.org coverage, robots.txt and llms.txt health, canonical and OpenGraph setup, and AI-citation likelihood; suggests rewrites tuned for Answer Engine and Generative Engine surfaces. No vendor keys, no crawls of private data. Install: `npx -y @automatelab/ai-seo-mcp`.
rudraneel93/mcp-guardian
Security and governance proxy for MCP infrastructure. Enforces YAML-configurable policies (blocklists, rate limits, token budgets), tracks real token costs via tiktoken, monitors server health with live JSON-RPC probes. Features include OAuth 2.1/OIDC with RBAC, web dashboard with Prometheus metrics, payload normalization against encoding bypasses, semantic shell AST analysis, mTLS zero-trust netw
inkog-io/inkog-mcp
AI agent security scanner. Audits MCP servers for vulnerabilities, detects prompt injection, infinite loops, token bombing, and missing human oversight across 20+ frameworks. Maps findings to EU AI Act, OWASP LLM Top 10.
spokenmd/spoken
Fetch published podcast transcripts as clean Markdown with real speaker names (not "Speaker 1") via the [Spoken](https://spoken.md) API. Search episodes, get transcripts, check credit balance.
jagan-shanmugam/open-streetmap-mcp
An OpenStreetMap MCP server with location-based services and geospatial data.
nonatofabio/local-faiss-mcp
Local FAISS vector database for RAG with document ingestion (PDF/TXT/MD/DOCX), semantic search, re-ranking, and CLI tools for indexing and querying
rsdouglas/janee
Self-evolving MCP server that generates and improves its own tools at runtime. Built on FastMCP, Janee uses LLM-driven tool generation to dynamically create, test, and refine MCP tools from natural language descriptions — enabling AI agents to extend their own capabilities on the fly.
hileamlakB/PRIMS
A Python Runtime Interpreter MCP Server that executes user-submitted code in an isolated environment.
hijaz/postmancer
A MCP server for replacing Rest Clients like Postman/Insomnia, by allowing your LLM to maintain and use api collections.
denismaggior8/enigma-python-mcp
A Model Context Protocol server that brings the capabilities of [enigmapython](https://github.com/denismaggior8/enigma-python) library to LLMs, allowing them to encrypt and decrypt messages using historically accurate Enigma machine emulators.
User0856/snaprender-mcp
Screenshot API for AI agents — capture any website as PNG, JPEG, WebP, or PDF with device emulation, dark mode, ad blocking, and cookie banner removal. Free tier included.
appcreationsca/bumpguard-mcp
Pre-flight dependency-upgrade impact analysis: reports exactly which of your code's API usages break *before* you bump a dependency, with line numbers, severity, and fix hints. Also verifies AI-written code against the actually-installed API to catch hallucinated calls. Static analysis only — never runs third-party code. Python + .NET. `pip install bumpguard-mcp`
Michael-WhiteCapData/ollama-handoff
Offload cheap work from your cloud LLM agent to a local Ollama model — summaries, drafts, extractions, and first-pass code reviews via purpose-built handoff tools with baked-in prompts, at zero cloud cost. [](https://glama.ai/mcp/servers/Michael-WhiteCapData/ollama-ha
Vbj1808/retrieval-lens
Black-box flight recorder for RAG retrieval inside MCP agents. Logs chunks, scores, sources and rankings so you can audit, replay and diff retrieval runs.
notasandy/mcp-code-sanitizer
Strict AI code reviewer powered by Groq. Finds bugs, vulnerabilities and SQL injections. Tools: analyze_code, compare_code, explain_code, generate_tests, analyze_file, HTML reports.
xfloukiex-lab/laugh-tale
Capstone of the Grand Line MCP set: a "collect them all" server that unlocks once the other tools are installed. `pip install laugh-tale-mcp`
JeongSeongMok/tossinvest-openapi-mcp
Explore and integrate the Toss Securities (토스증권) Open API — browse endpoints & schemas, follow integration guides, and generate curl/TypeScript/Python code samples. Read-only documentation server, no credentials required. `npx -y tossinvest-openapi-mcp`
stevepridemore/graph-memory
Personal knowledge graph for Claude on Neo4j. Typed entities (Person/Project/Decision/Preference/Concept), bi-temporal edge validity (`valid_at`/`invalid_at`), per-type weighted decay, contradiction detection, and a nightly "dream" extraction process. Local bge-small-en embeddings, no API keys. Optional OAuth 2.1 + Cloudflare Tunnel for cross-device use across Claude Code, Desktop, web, and iOS.
grovs-io/mcp
Deep linking, attribution, analytics, and campaign management for mobile apps with [Grovs](https://grovs.io) — an open-source, privacy-first alternative to Branch and AppsFlyer. 16 tools for creating links, tracking installs and revenue, and configuring app settings.
metrxbots/mcp-server
AI agent cost intelligence — track spend across providers, optimize model selection, manage budgets with enforcement, detect cost leaks, and prove ROI. 23 tools across 10 domains.
aayushmdesai/mcp-dotnet-diagnostics
Live .NET runtime diagnostics for AI assistants. Ask Claude to diagnose memory leaks, GC pressure, LOH fragmentation, and thread starvation in any running .NET process — no code changes required. Install: `dotnet tool install -g mcp-dotnet-diagnostics`
xfloukiex-lab/road-poneglyph
Reviews a plan for what's missing — unstated assumptions, omitted technical risks, and execution blind spots (a structured pre-mortem). `pip install road-poneglyph-mcp`
ppcvote/misp-mcp-server
MISP (Malware Information Sharing Platform) MCP server with built-in prompt injection defense via [prompt-defense-audit](https://github.com/ppcvote/prompt-defense-audit). 8 read-only threat-intel tools (events, attributes, search, tags, feeds, galaxies). Scans every MISP response for adversarial seeding before returning to LLM. Tracks [MISP/MISP#10745](https://github.com/MISP/MISP/issues/10745). M
scrape-badger/scrapebadger-mcp
Access Twitter/X data including user profiles, tweets, followers, trends, lists, and communities via the ScrapeBadger API.
flexorch/flexorch-mcp
Convert unstructured business documents (PDF, DOCX, invoices, contracts, payroll) into structured, LLM-ready datasets with automatic classification, field extraction, PII masking (10+ locales), and quality scoring. 6 async MCP tools covering the full pipeline: submit → poll → extract → build → export JSONL/RAG/CSV. Install: `pip install flexorch-mcp`.
langfuse/mcp-server-langfuse
MCP server to access and manage LLM application prompts created with [Langfuse]([https://langfuse.com/](https://langfuse.com/docs/prompts/get-started)) Prompt Management.
entanglr/zettelkasten-mcp
A Model Context Protocol (MCP) server that implements the Zettelkasten knowledge management methodology, allowing you to create, link, and search atomic notes through Claude and other MCP-compatible clients.
OpenDataMCP/OpenDataMCP
Connect any Open Data to any LLM with Model Context Protocol.
posthog/mcp
An MCP server for interacting with PostHog analytics, feature flags, error tracking and more.
mahdin75/geoserver-mcp
A Model Context Protocol (MCP) server implementation that connects LLMs to the GeoServer REST API, enabling AI assistants to interact with geospatial data and services.