惯性聚合 高效追踪和阅读你感兴趣的博客、新闻、科技资讯
阅读原文 在惯性聚合中打开

推荐订阅源

Y
Y Combinator Blog
腾讯CDC
Recent Announcements
Recent Announcements
Cyber Security Advisories - MS-ISAC
Cyber Security Advisories - MS-ISAC
Hugging Face - Blog
Hugging Face - Blog
H
Help Net Security
OSCHINA 社区最新新闻
OSCHINA 社区最新新闻
Last Week in AI
Last Week in AI
博客园_首页
D
DataBreaches.Net
P
Proofpoint News Feed
云风的 BLOG
云风的 BLOG
V
Visual Studio Blog
月光博客
月光博客
Jina AI
Jina AI
Stack Overflow Blog
Stack Overflow Blog
酷 壳 – CoolShell
酷 壳 – CoolShell
博客园 - 【当耐特】
Vercel News
Vercel News
WordPress大学
WordPress大学
J
Java Code Geeks
博客园 - 聂微东
奇客Solidot–传递最新科技情报
奇客Solidot–传递最新科技情报
U
Unit 42

Hacker News - Newest: "AI"

AI can't read an investor deck AI as an attorney? Student uses ChatGPT, Gemini to sue UW over alleged racial discrimination Hacking MCP Servers in AI Systems – The Rug Pull: Tool Changes After Approval GitHub - MeepCastana/KubeezCut: Free Web based video editor Can AI judge journalism? A Thiel-backed startup says yes, even if it risks chilling whistleblowers Coming soon: 10 Things That Matter in AI Right Now DARPA built an AI to fact-check enemy weapons claims What explains heterogeneity in AI adoption? When AI Meets Muscle: Context-Aware Electrical Stimulation Promises a New Way to Guide Human Movements - Department of Computer Science AI Changed How We Build. It Did Not Change What Matters. Linux rules on using AI-generated code - Copilot is OK, but humans must take 'full responsibility for the… Meta spins up AI version of Mark Zuckerberg to engage with employees Code Mode: Let Your AI Write Programs, Not Just Call Tools | TanStack Blog GitHub - Delavalom/graft: Go framework for building AI agents. Type-safe tools, multi-provider (OpenAI, Anthropic, Gemini, Bedrock), zero vendor SDKs. India's TCS tops estimates, says new AI models did not dent services demand Gen Z's fading AI hype Strong feeling: we are in a folded AI reality GitHub - machinarii/total-recall-catalog: A reference catalog of latest knowledge retrieval, memory & RAG systems GitHub - mensfeld/code-on-incus: Give each AI agent its own isolated machine with root, Docker, and systemd. Active defense detects and stops threats automatically.. Quantization, LoRA, and the 8% Problem: Benchmarking Local LLMs for Production AI Iran war: We spoke to the man making Lego-style AI videos that experts say are powerful propaganda Powell, Bessent discussed Anthropic's Mythos AI cyber threat with major U.S. banks GitHub - immartian/bellamem: Persistent belief-graph memory for AI agents. Retrieves decisive context by importance — not recency, not RAG, not /compact. recursive-mode: The Repo-Native Operating System for AI Engineering After the attack on Sam Altman's home, will AI CEO's go on the offensive? The biggest advance in AI since the LLM Opus 4.6 vs GPT 5.4 One Prompt Unity World Generation Test “AI polls” are fake polls Client Challenge Can AI be a 'child of God'? Inside Anthropic's meeting with Christian leaders
GitHub - BrainBlend-AI/tesseron: Expose typed web-app act...
KennyVan · 2026-04-22 · via Hacker News - Newest: "AI"

NEW: Join our community on Discord at discord.gg/J3W9b5AZJR — protocol questions, feedback, and SDK-contribution chat all welcome.

Live applications (browser tabs, Electron/Tauri desktop apps, Node daemons, CLIs) declare actions with a Zod-style builder; agents (Claude Code, Claude Desktop, Cursor, Copilot, Codex, Cline, ...) call them as MCP tools. Your real handler runs against your real state. No browser automation, no scraping, no Playwright.

USER prompts the agent; YOUR APP (browser or Node, using @tesseron/web or /server) connects over WebSocket to the MCP GATEWAY (@tesseron/mcp on :7475); the MCP GATEWAY bridges to the MCP CLIENT (Claude Code, Desktop, Cursor) over MCP stdio.

Why Tesseron

  • Typed actions, not scraped DOMs. Declare with Zod or any Standard Schema validator; the handler is a plain function against your real state.
  • Framework-agnostic. Same API for vanilla TS, React, Svelte, Vue, and Node. Pick your stack.
  • MCP-native. Every action, resource, and capability maps to a standard MCP primitive. Users pick their agent.
  • Click-to-connect. Six-character claim code handshake. No API keys, no OAuth dance, no per-client configuration.
  • First-class capabilities. ctx.confirm for yes/no, ctx.elicit for schema-validated prompts, ctx.sample for agent LLM calls, ctx.progress for streaming updates, subscribable resources for live reads.
  • Bundled delivery. The MCP gateway ships inside a Claude Code plugin — one install command and you're done.

Quick install (Claude Code)

/plugin marketplace add BrainBlend-AI/tesseron
/plugin install tesseron@tesseron

That installs the tesseron Claude Code plugin, which spawns the MCP gateway automatically and registers it as an MCP server. Then drop @tesseron/web, @tesseron/server, or @tesseron/react into your app, declare actions, and let Claude drive your real UI.

import { tesseron } from '@tesseron/web';
import { z } from 'zod';

tesseron.app({ id: 'todo_app', name: 'Todo App' });

tesseron
  .action('addTodo')
  .input(z.object({ text: z.string().min(1) }))
  .handler(({ text }) => {
    state.todos.push({ id: newId(), text, done: false });
    render();
    return { ok: true };
  });

await tesseron.connect();

For other MCP clients (Claude Desktop, Cursor, Codex, VS Code Copilot, ...) see the one-time setup in examples/README.md.

See examples/ for working apps in vanilla TS, React, Svelte, Vue, Express, and plain Node.

Packages

Package Purpose
@tesseron/core Protocol types, action builder. Zero runtime deps beyond Standard Schema.
@tesseron/web Browser SDK.
@tesseron/server Node SDK.
@tesseron/mcp MCP gateway server (CLI; bundled into the plugin).
@tesseron/react React hooks adapter.
@tesseron/devtools In-browser debug UI served by the MCP gateway (private stub, not yet published).
create-tesseron npm create tesseron@latest scaffolder (private stub, not yet published).

The Claude Code plugin lives at plugin/, exposed via the marketplace manifest at .claude-plugin/marketplace.json.

Client capability support

Tesseron's action context gives handlers four capabilities beyond plain tool invocation, each backed by an MCP primitive. Whether a given call actually fires depends on what the user's MCP client advertises:

SDK surface MCP primitive
tool(...) (action invocation) tools
resource(...) (live reads, subscriptions) resources (+ resources.subscribe)
ctx.sample(...) sampling
ctx.confirm(...) / ctx.elicit(...) elicitation
ctx.progress(...) notifications/progress (client must pass _meta.progressToken on tools/call)

For the authoritative, continuously-updated list of which client supports which primitive, see the official MCP client compatibility matrix — filter by Sampling or Elicitation to see how narrow the field still is. A few points worth knowing before you pick a capability:

  • Tools are universal — every MCP client can invoke your actions.
  • Sampling is the rarest. Claude Code, Claude Desktop, and Claude.ai do not expose it; today's support is concentrated in VS Code + GitHub Copilot, goose, and fast-agent.
  • Elicitation (MCP 2025-06) landed in Claude Code (2.1.76, March 2026), Cursor, Codex, VS Code Copilot, goose, and fast-agent, but not Claude Desktop, Claude.ai, ChatGPT, Windsurf, or Zed.
  • When a capability is missing, Tesseron raises a typed error (SamplingNotAvailableError, ElicitationNotAvailableError) or collapses to the safe default (ctx.confirm returns false), so handlers can branch explicitly rather than silently misbehaving.

Status

v1.0 shipped April 2026. The protocol is stable at 1.0.0 and intentionally kept small: bidirectional JSON-RPC 2.0 over WebSocket, dynamic MCP tool registration, click-to-connect handshake, streaming progress, cancellation, sampling, confirmation, schema-validated elicitation, subscribable resources.

Published to npm (all at v1.0.1): @tesseron/core, @tesseron/web, @tesseron/server, @tesseron/react, @tesseron/mcp. The JS/TS SDKs are the reference implementation; the protocol spec is CC BY 4.0 so anyone can write a compatible client or server in any language.

On the roadmap: Svelte/Vue adapters, the devtools UI, a Streamable HTTP transport, a Python SDK, and bindings for desktop-native runtimes (Rust for Tauri, etc.).

Development

pnpm install
pnpm typecheck
pnpm test                                    # 65 tests across core + mcp
pnpm --filter @tesseron/mcp build:plugin     # rebuild plugin/server/index.cjs after gateway changes

Contributing

Bug reports, protocol refinements, new framework adapters, and improvements to the reference implementation are welcome.

Star history

Star History Chart

License

Reference implementationBusiness Source License 1.1 (source-available). You may embed Tesseron in your own applications, use it internally, fork it, and redistribute it freely. You may not offer Tesseron or a substantial portion of it as a hosted or managed service to third parties. Each release auto-converts to Apache-2.0 four years after publication.

Protocol specificationCC BY 4.0. A compatible implementation in any language, for any purpose including commercial, is explicitly encouraged.

Contributions are welcome under the Developer Certificate of Origin — every commit must be Signed-off-by.


BrainBlend AI

Built and maintained by BrainBlend AI.
© 2026 Kenny Vaneetvelde.