Mcp Server Research Signals
Scored trend intelligence from HN, Reddit, ArXiv, and GitHub.
AgentLore
AI-verified knowledge base with trust scoring, temporal facts, and skill cards.
blog
Full-lifecycle blog engine with 17 commands, 12 content templates, 5-category 100-point scoring, and 4 specialized agents. Optimized for Google rankings (December 2025 Core Update, E-E-A-T) and AI citations (GEO/AEO). Writes, rewrites, analyzes, outlines, audits, and repurposes blog content with answer-first formatting, sourced statistics, Pixabay/Unsplash/Pexels images, AI image generation via Gemini, built-in SVG chart generation, JSON-LD schema generation, and freshness signals. Supports any platform (WordPress, Next.js MDX, Hugo, Ghost, Astro, Jekyll, 11ty, Gatsby, HTML). Use when user says "blog", "write blog", "blog post", "blog strategy", "content brief", "editorial calendar", "analyze blog", "rewrite blog", "update blog", "blog SEO", "blog optimization", "content plan", "blog outline", "seo check", "schema markup", "repurpose", "geo audit", "blog audit", "citation readiness".
EzBiz Business Intelligence
AI business intelligence: competitor analysis, web scoring, reviews, market research
vibe-ship
Generates a complete, production-ready deployment setup for any app in one pass -- Dockerfile, docker-compose.yml, .dockerignore, CI/CD (GitHub Actions), scalability config (health checks, resource limits, K8s on request), and security hardening (non-root user, secrets, dependency scanning). Auto-detects the stack from repo files (package.json, requirements.txt, go.mod, pom.xml, Gemfile, etc.) and writes real working files, not just advice. Also audits an EXISTING Dockerfile/compose/CI setup with a static scoring script and reports concrete findings. Use whenever the user asks to "dockerize", "containerize", "make this deployable", "production-ready", "vibe ship this", "add CI/CD", "set up deployment", "ship this app", requests a Dockerfile/docker-compose/GitHub Actions workflow, or wants a deployment setup reviewed -- even for just one piece (e.g. "add a Dockerfile"), since the full set is interdependent.
FeedOracle Stablecoin Risk
7-signal stablecoin risk scoring. 13 tools, 28+ tokens, SAFE/CAUTION/AVOID verdicts.
abx-strategy
This skill should be used when the user needs to build Account-Based Everything (ABX) GTM strategies for complex B2B sales. Use when working on ABM strategy, ICP scoring, messaging architecture, product launches, or pipeline acceleration for companies with fewer than 500 accounts, $100K+ deals, and 6+ month sales cycles.
llm-docs-optimizer
Optimize documentation for AI coding assistants and LLMs. Improves docs for Claude, Copilot, and other AI tools through c7score optimization, llms.txt generation, question-driven restructuring, and automated quality scoring. Use when asked to improve, optimize, or enhance documentation for AI assistants, LLMs, c7score, Context7, or when creating llms.txt files. Also use for documentation quality analysis, README optimization, or ensuring docs follow best practices for LLM retrieval systems.
A meta-repository for Claude Code users that includes workspace setup (skills, commands, hooks) and an evaluator for your Claude Code configuration
Deep-evaluate a single skill â static analysis, contextual rubric scoring, and A/B redundancy testing. Runs all 3 layers on one skill to determine if it earns its place.
email-check
Intelligent inbox triage that connects to Gmail or Outlook, scores emails by importance (0-100) using sender recognition, urgency keywords, thread depth, time sensitivity, and business relevance, categorizes into Urgent/Important/Routine/Archive, and generates reply suggestions for top priority items. Use when the user wants to check email, review inbox, triage messages, see what's urgent, or get reply suggestions. Triggers on check email, inbox triage, what's important, email summary, unread emails, priority inbox.
capture-feedback
Capture structured thumbs up/down feedback with context, tags, and optional rubric scores after completing a task.
True Value Rankings — Cryptocurrency Fundamental Analysis
Cryptocurrency fundamental analysis scores, fair value estimates, and rankings from TVR.
Io.Github.Iris Eval/Mcp Server
The agent eval standard for MCP. Score every agent output for quality, safety, and cost.
Rhumb Mcp
Agent-native tool intelligence — discover, score, and execute across 600+ services
Agentrank
Google for AI agents. Gives your AI live search across 25,000+ scored MCP servers and tools.
Lightpaper Mcp
API-first publishing platform. Publish markdown as permanent web pages with quality scoring.
Io.Github.0xbrainkid/Agentfolio
Query AI agent profiles, trust scores, verifications, and marketplace jobs on AgentFolio.
Nanmesh Mcp
29 tools for the AI trust network. Search, vote, register agents, and query trust scores.
pr-risk-scoring
Score all open PRs by risk level and generate a CSV report. Use when asked to rescore, rate, or triage open PRs.
convex-doctor
Run convex-doctor static analysis, interpret findings, and fix issues across security, performance, correctness, schema, and architecture categories. Use when running convex-doctor, fixing convex-doctor warnings or errors, improving the convex-doctor score, or when asked about Convex code quality, static analysis, or linting Convex functions.
LLM Optimizer
AI brand visibility analytics: visibility scores, optimizations, video, Reddit, and search rankings.
crystallizing
Use when a skill has proven itself with consistently high scores across multiple executions and should be locked as a stable, immutable version via /singularity-crystallize
autocontext
Iterative strategy generation and evaluation system. Use when the user wants to evaluate agent output quality, run improvement loops, queue tasks for background evaluation, check run status, or discover available scenarios. Provides LLM-based judging with rubric-driven scoring.
predict-content
Predict what an article will say, then score how much it exceeded the prediction. Use when the user wants to evaluate whether an article is worth reading.
Ad Account Auditor · ä»è´¹å¹¿åè´¦æ·å®¡è®¡
Use when auditing a paid ad account for ROAS quality, wasted spend, or measurement integrity before scaling; runs RQS scoring with veto checks and a SHIP/FIX/BLOCK gate on your own exported account data. Not for building campaign structure â use campaign-architect; not for creative units â use ad-creative-builder. ä»è´¹å¹¿åè´¦æ·å®¡è®¡/ROASè¯å
Dep Oracle
Predictive dependency security engine. Trust scores, zombie detection, blast radius analysis.
index-knowledge
Generate hierarchical AGENTS.md knowledge base for a codebase. Creates root + complexity-scored subdirectory documentation.
Io.Github.Startvest LLC/Idealift Mcp
Pre-backlog idea management with decision tracking, signals, and RICE scoring.
agentic-data-science-competition
AI Agent-driven Kaggle competition workflow. Learn from real competition experience: score stabilization patterns, submission troubleshooting, kernel workflows, GPU task delegation, and the spec-driven development approach that achieved top leaderboard positions. Use when: working on any Kaggle competition, analyzing submission failures, setting up automated pipelines, or replicating top notebook solutions.
Mapick
Priority: **recommendation = privacy > persona > safety score > cleanup > everything else.**
NASDE Benchmark Runner
Run coding agent benchmarks with `nasde` and verify results. The two-stage pipeline: Harbor runs agents in Docker containers (functional test â reward 0/1), then an LLM-as-a-Judge scores architecture quality across multiple dimensions.
Api Governance
API governance for AI agents. Detects breaking changes, scores blast radius, blocks unsafe calls.
BrowseAI Dev
Evidence-backed web research for AI agents with citations and confidence scores.
Io.Github.Lordbasilaiassistant Sudo/Contract Scanner
Smart contract security scanner — vulnerabilities, risk scores, and calldata decoding
agentic-legibility
Score a repository's agentic legibility from repo-visible evidence only. Use when Codex needs to audit how easy a codebase is for coding agents to discover, bootstrap, validate, and navigate, especially for harness-engineering reviews, developer-experience audits, repo cleanup, or before/after comparisons after improving docs, tooling, or architectural constraints.
Skillsindex
Search and score 11,000+ AI agent tools: MCP servers, Claude skills, GPT actions, IDE plugins.
heuristic
Produce a scored heuristic critique of the UI using Nielsen's 10 + 6 design laws + optional persona walkthroughs. Outputs a machine-parseable scorecard. Invoke when the user asks for heuristic on their UI, or mentions 'heuristic' alongside design / UI / frontend work.
Agentra
Identity oracle and trust layer for autonomous AI agents. Bidirectional KYA and trust scoring.
fit-check
Score a job posting's fit against your resume using Gemini. Fetches the full job description and returns a score, strengths, gaps, and recommendation. Triggers on phrases like "fit-check <url>", "is this a good fit <url>", "check fit for <url>", "score this job <url>".
geo
GEO-first SEO analysis tool. Optimizes websites for AI-powered search engines (ChatGPT, Claude, Perplexity, Gemini, Google AI Overviews) while maintaining traditional SEO foundations. Performs full GEO audits, citability scoring, AI crawler analysis, llms.txt generation, brand mention scanning, platform-specific optimization, schema markup, technical SEO, content quality (E-E-A-T), and client-ready GEO report generation. Use when user says "geo", "seo", "audit", "AI search", "AI visibility", "optimize", "citability", "llms.txt", "schema", "brand mentions", "GEO report", or any URL for analysis.
article-optimizer
Use when the user wants to improve a specific article under a fixed viral-scoring rubric, iterate on one article to raise its score, or run single-article scoring plus rewrite loops. Best for content optimization experiments where the scoring prompt stays fixed and the article text is the thing being changed.
climpred-forecast-verification
Verify weather and climate forecasts using climpred. Use when computing forecast skill metrics (RMSE, ACC, CRPS, etc.), comparing hindcasts to observations, bootstrapping significance, removing bias, or working with HindcastEnsemble/PerfectModelEnsemble objects. Triggers on: forecast verification, prediction skill, hindcast, climate prediction, skill score, predictability.
job-search
Search LinkedIn, Hacker News, and Twitter/X for jobs with connections, hiring manager insights, and preference-based scoring. Use when the user wants to find jobs, search for positions, or explore job opportunities.
audit-project
Audits the Claude Code configuration of a project against the dotforge template. Generates a report with score and gaps.
Io.Github.Billychl1/Footballbin Mcp Server
AI match predictions for Premier League & Champions League - scores, goals, corners
Io.Github.GetMystAdmin/Urdb Mcp
Search URDB for product integrity scores, enshittification events, and change tracking.
canicode
Analyze Figma designs for development-friendliness and AI-friendliness scores
80-20-review
Focus code review effort on the 20% of code that causes 80% of issues. Prioritizes data access, security, concurrency, and integration boundaries over formatting and style. Uses blast radius scoring to determine review depth. Includes checkpoint schedules, critical path identification, and a batch review checklist. Load this skill when reviewing code, PRs, or architecture, or when the user mentions "review", "code review", "PR review", "what should I review", "review priorities", "blast radius", or "critical path".
CSV Data Profiler
Analyzes CSV datasets to produce column-level statistics, missing value reports, type inference, and data quality scores.
espn-api
Query ESPN's public API for live scores, standings, rosters, player stats, odds, play-by-play, injuries, transactions, news, and more across 17 sports and 139 leagues. Use when the user needs sports data from ESPN, wants to build a sports app, fetch scores or schedules, look up player or team stats, get betting odds, or pull any structured sports data. Triggers on mentions of ESPN, sports scores, standings, box scores, player stats, game data, or league data.