IntentFlow — Comment-Driven Development Framework 注释驱动开发框架：以 @intent 注释为契约的 AI 辅助开发工作流（需求/设计/执行/报告四阶段 + 状态机自动流转），提供 pi 扩展、MCP Server、CLI 三种形态

Intent-aware code-knowledge index for LLM agents, built on intent-db: index a repo once, query it by intent, cut the token cost of re-reading files.

Your Mac's App Intents as MCP tools for Claude Code and Codex, through Shortcuts. Public APIs only.

60-second visual decision galaxy & deterministic intent compiler for Claude Code (MCP), local CLI and browser extensions. Zero dependencies.

Human-intent extraction from AI coding sessions. MCP server + CLI for Claude Code, Cursor, Windsurf, and more.

DingTalk sister MCP service of intent-gate: group consensus channel + blocking human-decision gates for requirement intent alignment. Optional — the main plugin closes the loop alone; this posts the questions to the people who should answer them.

An intent-aware code-knowledge index for LLM agents: index a repository once, query it by intent, and read only what's needed

Dry-run-first Google Ads search-term intent analyzer with CLI and optional MCP server.

Git-native reasoning layer for software projects. Track the why behind code with plans, decisions, constraints, and AI-readable project context.

Dry-run-first Google Ads search-term intent analyzer and negative-keyword MCP for agents.

Deterministic Python Model Context Protocol (MCP) server & autonomous agent skill for Openclaw Latent Intent Orchestrator.

A local-first vector database with an extra dimension: intent. The same corpus and query return different results depending on what the asker is doing; built for agent memory

Intent-first search that finds the right tool from a vague description. Hybrid retrieval over LLM-written cards, LLM rerank with recall safety, MCP server for AI agents, runs on a laptop CPU.

Stop AI coding agents from guessing. MCP server + Claude Code plugin that enforces intent alignment BEFORE coding: PRD → intent-confidence gate → Mermaid contracts (state machines / sequence diagrams / decision tables) → mechanical lint with zero CRITICAL → then code. Human-in-the-loop, file-persisted, zero-config.

ListeningMind Intent Data: remote MCP server for intent intelligence: search paths, intent clusters and why people buy (Korea, Japan, US alpha). Free tools, no key.

Multilingual decision engine for intents you describe in plain words, no training examples. It picks the matching intent, with a margin that flags doubtful answers; R2Intent v1 also answers yes or no (beta), with probabilities. About 26 ms per message on a GPU (compiled). Python, HTTP or MCP, self-hosted. Library Apache-2.0; models CC BY-NC 4.0.

Intent-based MCP server for project documentation search. Maps natural language queries to the right sources automatically—no configuration needed. The standard for AI agent documentation search.

Official Model Context Protocol (MCP) Server for SEO-IntentRank: Human Search Intent Keywords, Technical SEO, Google Lighthouse Core Web Vitals (CLS/LCP/INP), and On-Page Audits. By AI Build Infra.

A security minded , realtime AI Intent Observability MCP providing intent tagging and visual mirroring of AI attention to see what context the AI is looking at. Made for visual and coding workflows.

MCP server — intent security pre-flight checks for autonomous AI agents

MCP server for intent security pre-flight checks for autonomous AI agents

Optionality Adapter: NEAR RPC gateway adapter, per-wallet subaccount isolation, 1Click/Intents confidential funding, copy-trading service, and MCP utilities

DRAFT Protocol — Intake governance for AI tool calls. Ensures AI understands human intent before execution begins.

MCP server for B2B Reddit Conversation Monitor. Find the Reddit threads that name a company, its competitors, or a product category: tagged threads and comments (complaint, switching, buying intent, alternative request) with an intent score, plus share of

WingFoil — the repo-native intent layer for AI-native software engineering

Agent-first SEO quality, intent and opportunity engine with CLI and optional MCP server.

Official MCP Server for Human Search Intent Keywords, Google Lighthouse Core Web Vitals (CLS/LCP/INP), Technical SEO Audits, and On-Page Diagnostic Intelligence.

Local-first philosophical PRD tool that crystallizes vague intent into product requirements, QA criteria, and AI-agent-ready handoff documents.

Turn public job posts into B2B buyer intent leads: hiring signal, buyer persona, decision maker, SMTP verified work email. No cookies.

Model Database Protocol — intent-based, secure database access for LLMs with schema validation, policy engine, data masking, and MCP server support

Deterministic preflight for the intent you hand a coding agent. check_intent_readiness scores a spec against six calibrated gates - title, objective, outcomes, constraints, edge cases, verification - and names the exact blockers. No model call, no account. Specs live in intent.md in your repo as plain markdown you own. Add a Pathmode API key to sync intent and evidence across a team and check pull requests against the outcomes you agreed to.

Model Database Protocol — intent-based, secure database access for LLMs with schema validation, policy engine, data masking, and MCP server support

The repo-native record of intent and approvals for AI-assisted engineering — validated, attributable, readable by any agent. CLI + MCP.

MCP server for B2B Reddit Conversation Monitor. Find the Reddit threads that name a company, its competitors, or a product category: tagged threads and comments (complaint, switching, buying intent, alternative request) with an intent score, plus share of voice, category, and question theme summary rows. Runs on Apify. Clay-ready output.

A V2-only Polymarket MCP server with a curated alpha_* tool surface, deterministic natural-language routing through alpha_intent, and read-only X status tools.

MCP server for B2B data enrichment — find work emails, phone numbers, company data, tech stacks, and buying intent signals. 60M companies, 300M contacts. Works with Claude, Cursor, Windsurf.

MCP server for LaunchEngine.dev: find public posts on Reddit, Hacker News and the web where someone is asking for a product like yours, scored 1-100 for buying intent, with reply drafts you review and post.

Reddit Subreddit, Buyer Intent & Pain-Point Lead Miner ($0.50/1k) — Includes 1-Click n8n Workflow, Make.com Blueprint & Claude MCP Server (https://apify.com/lucacelli/reddit-community-pain-point-trend-miner)

MCP server for DejaShip: The Global Intent Ledger for AI Agents. Autonomous agents converge on the same ideas — DejaShip lets them check what others are building, claim their niche, and discover shipped projects to contribute to. Supports Streamable HTTP

Deterministic power-intent intelligence for IEEE 1801 (UPF): validate, model, analyze and diff UPF before power-aware implementation. 77 rules, cross-file scope modeling, a CI quality gate, local API + web UI, and an MCP server. No EDA tool or LLM required.

AI-assisted network intent validation framework for multi-vendor environments. Continuously checks live network state against design intent and invokes a Claude agent to diagnose, explain, and document failures and inconsistencies between expected vs. actual state.

Draw on your app. Speak your intent. Your AI agent implements it.

Start querying your codebase's intent

Kaiten MCP server — intent-level tools over the Kaiten API for AI agents

Kaiten MCP server: intent-level tools over the Kaiten API for AI agents

control android from intents, CLI, or MCP with fine-grained permissions and interactive approval

Decision-layer Whoop MCP for agents: intents, recovery-in-band checks, and training calls

Unofficial local-first Rappi MCP. Never pays unless RAPPI_ALLOW_MUTATIONS and explicit_user_intent.

Sivru CLI + MCP server — the comprehension layer for AI-written code (search, authored intent, the explainer model, and the architectural drift gate). Local.

The intentional memory layer for your AI agents.

IQA attestation primitives (derived intent addressing + AE-128 envelope verification) as Model Context Protocol tools. Offline, fail-closed, stateless.

A lightweight, configuration-driven MCP server that exposes curated GraphQL queries as modular tools, enabling intentional API interactions from your agents.

Score URLs/emails for phishing signals (lookalike, auth, intent)

Informative Authoring Semantics Profile (IASP) MCP server: compositional authoring intent vocabulary, Markdown validation, and Pandoc/Ghost rendering

DRAFT Protocol — Intake governance for AI tool calls. Ensures AI understands human intent before execution begins.

Thick, intent-driven MCP server for Dolibarr ERP/CRM: business operations, not REST wrappers. TypeScript · Streamable HTTP · Docker.

MCP intelligence layer — intent routing, perception, judgment, and sandboxed code execution across child MCP servers.

QuantumOracle — The OracleNet Gateway. 18 MCP tools: join, trust passport, intent routing, deal handshake, reputation, signal scanning, event subscription. One call to connect.

Semantic MCP tool-discovery gateway — find tools by intent, not memory.

Freeze and restore your developer context when switching branches: git state, last failing command, and your intent.