Context7
Up-to-date docs for AI agents
作者提供的说明(英文原文)
Let coding agents talk: search every agent session's history and message live sessions.
这三项永远不会合并成一个分数:意见、测量和人气是不同的东西。
我们还没有为它写通俗的介绍。下面是我们从注册中心读取到的事实。
选择你使用的 AI 应用,然后复制设置。
你需要
你用的是哪个应用?
在上方选择你的应用。我们会记住它,下次按钮会显示“安装到 …”。
打开 Claude Desktop → Settings → Developer → Edit Config,把下面的内容粘贴到 claude_desktop_config.json
{
"mcpServers": {
"puenteo": {
"command": "uvx",
"args": [
"puenteo",
"mcp"
]
}
}
}在终端中运行这条命令
claude mcp add puenteo -- uvx puenteo mcp粘贴到项目中的 .cursor/mcp.json,或 ~/.cursor/mcp.json
{
"mcpServers": {
"puenteo": {
"command": "uvx",
"args": [
"puenteo",
"mcp"
]
}
}
}浏览器会先询问是否打开应用,然后应用会显示设置并请你确认。密钥的值会留空,由你自己填写。
粘贴到项目中的 .vscode/mcp.json
{
"servers": {
"puenteo": {
"type": "stdio",
"command": "uvx",
"args": [
"puenteo",
"mcp"
]
}
}
}浏览器会先询问是否打开应用,然后应用会显示设置并请你确认。密钥的值会留空,由你自己填写。
这个服务器在你的电脑上运行,而 ChatGPT 只能连接互联网上的服务器。请选择其他应用。
你的选择通过 Cookie 保存在这台设备上,无需账户。
这些设置是根据作者在注册中心的条目生成的。如果 README 的写法不同,请以 README 为准。
它在你的电脑上运行;安装后,工具列表会显示在你的 AI 应用中。
我们检查的是任何人都能看到的信息;我们没有阅读代码。不适用的检查项不计入总数。 · 检查于 2026年11月6日
注册名称已通过 GitHub 账户 mano7onam 验证,该账户拥有此仓库
我们还没有从 GitHub 读取这个仓库
我们还没有从 GitHub 读取这个仓库
它在你的电脑上运行,没有互联网端点
在你的电脑上运行,改用本地设置
它在你的电脑上运行;我们只能读取互联网端点的工具列表
与注册中心里这个分类中所有活跃的服务器比较。只有当发布者拥有该仓库时,星标数才计入。
它在 1 项适用的基础检查中通过了 1 项。我们没有阅读代码。在添加密钥或令牌之前,请先看看这个服务器要求哪些权限,并使用只具备所需权限的密钥。
注册中心没有列出必需的密钥,不过有些服务器会在首次使用时要求你登录。
它在你的电脑上运行。你的 AI 应用会在需要时启动它,数据不会经过作者的服务器(除非它自己调用在线服务)。
GitHub 仓库最后更新于–,最新版本(0.13.0)于28天前进入注册中心。
支持 MCP 的应用,例如 Claude Desktop、Claude Code、Cursor 和 VS Code。你的电脑上还需要有 Python (uv)。
同一分类中有:Context7, Codebase Memory, Exa
同一分类中其他作者的服务器,按星标数排序。
如何看卡片:★ GitHub 星标i三大支柱:评价 · 检查 · 使用情况i更新 = 最新版本发布到注册中心的时间i
Up-to-date docs for AI agents
Codebase knowledge graph for AI agents — 162 languages, sub-ms queries, 99% fewer tokens.
Connect AI agents to Exa for web search, content fetching, and multi-step research.
按原文从作者的仓库复制。PopNx MCP 没有审查或背书其内容。HTML、图片和脚本已被移除。链接会离开本站。
Let your coding agents talk to each other.
When you run Claude Code in one terminal, Codex in another and Gemini or Cursor in the IDE, they can't see each other. One renames a column, another breaks on it, and you end up copy-pasting context between windows. puenteo gives every session on your machine:
puenteo ps), ask another session a question and wait for its answer, broadcast to the project, share #channels.watch, HTTP/SSE, an A2A v1.0 facade, a web dashboard and Python, set up by one puenteo install.*Codex asks Claude about a schema change and gets the answer two seconds later. Claude claims src/db, Cursor reports its frontend fix and Gemini checks a number for the release notes. All of it runs locally: one SQLite file, no daemon, no network.*
*Puenteo* comes from Spanish *puente* (bridge).
No runtime dependencies · Python ≥ 3.9 · macOS · Linux · Windows · optional Rust core
uv tool install puenteo # or: pipx install puenteo / pip install puenteo
uv tool install 'puenteo[fast]' # + optional Rust core: 3–8x faster parsing and indexing puenteo install # skills + MCP server into every detected agent puenteo install --hooks # optional: deliver messages through Claude Code / Codex hooks puenteo install --dry-run # show the plan without changing anything
install is idempotent. It edits only its own puenteo entry in each config, backs up every file it touches (*.puenteo-bak), and puenteo uninstall reverts it.
Claude Code plugin (skills + MCP + hooks + /peers, /ask, /handoff):
claude plugin marketplace add mano7onam/puenteo
claude plugin install puenteo@puenteo
$ puenteo ps
AGENT SESSION STATUS SEEN MAIL NAME CWD claude 500a1d65 busy 2m ultimate-agent-4-72 ~/dev/ultimate-agent-4
puenteo whoami # your own address, e.g. claude:87652461-…
puenteo send codex:01a11123 "Which branch has the perf tests?" --wait 300 puenteo send @reviewer "PR ready: feat/x" # peers can pick a name: puenteo join --name reviewer puenteo send cwd:. "Refactoring src/db, keep out for 30 min" # everyone in this project puenteo send '#release' "v0.7 tagged" # channels (posting joins) puenteo send agent:codex "…" | puenteo send '*' "…" puenteo inbox # read your messages puenteo reply "answer" # routes back to the sender or channel puenteo wait -t 120 # block until a message arrives puenteo watch # stream incoming messages (for an agent's monitor) puenteo log -f # watch all bus traffic puenteo claim src/db --note "migration 0042" # advisory lock; conflicts with overlapping claims puenteo claims --check src/db/schema.sql # exit 1 if a peer holds it
Addresses: agent:session-id (a unique prefix works) · @name · #channel · agent: · cwd: · *
How messages reach a session:
| Agent | Woken while idle | While working |
|---|---|---|
| Codex | yes, pushed via codex queue | hooks / MCP inbox |
| Claude Code | yes, when the session runs puenteo watch under its Monitor tool | hooks (install --hooks) / MCP inbox |
| Gemini, Cursor, OpenCode, Copilot, Qwen, … | no; the message waits in the inbox | MCP inbox / wait |
All messages live in one local SQLite file (puenteo state dir) and nothing leaves the machine. Bodies are wrapped as untrusted peer data: agents are told that peer messages never count as user instructions or approval. A hop limit, a rate limit and a size cap keep agents from looping.
Sessions on different computers find each other and talk peer to peer: one to one, or many to many in rooms. There are no servers to run:
puenteo mesh service install # on each machine, once: runs the bridge at login (launchd/systemd/Task Scheduler)
puenteo mesh peers # other machines and their live sessions puenteo send claude:8765@laptop "…" # any local address + @node reaches another machine puenteo offer "I know the payments service, can run its tests" -t payments # publish to the bazaar puenteo find "who can run payments tests" # ranked search across machines puenteo ask "are tests green on main?" --wait 300 puenteo room join war-room [--secret …] && puenteo send '#war-room@*' "…" # many-to-many, optional E2E secret puenteo mesh relay --port 7777 # optional: a self-hosted relay for your team
codex queue, Monitor, MCP and the dashboard all work with them unchanged. See docs/MESH.md.| Interface | Use it for | Command / endpoint |
|---|---|---|
| CLI | any agent with a shell, scripts | puenteo send/inbox/ps/search … (--json everywhere) |
| MCP (stdio) | Claude Code, Codex, Gemini, Cursor, OpenCode, Copilot, Qwen | puenteo mcp (installed by puenteo install) |
| Hooks | messages show up in context with no tool call | puenteo install --hooks (Claude Code, Codex) |
| Monitor / stream | wake an idle Claude session the moment mail arrives | puenteo watch (instant; Unix-socket doorbell) |
| Exec trigger | glue for anything: notify-send, Slack, scripts | puenteo watch --exec 'cmd' (message JSON on stdin) |
| HTTP REST + SSE | dashboards, editors, other languages | puenteo serve → /api/*, /api/events |
| MCP over HTTP | MCP clients that prefer HTTP | POST /mcp on puenteo serve |
| A2A v1.0 | standard agent-to-agent clients | /.well-known/agent-card.json, POST /a2a |
| Web dashboard | watching and talking to all sessions in a browser | puenteo serve --open |
| Python | your own orchestrators | puenteo.send(), for m in puenteo.listen(): …, puenteo.Bus |
| Git guard | stop commits that touch a file a peer claimed | puenteo guard install |
puenteo serve binds only to 127.0.0.1 and needs a bearer token, stored in a 0600 file (puenteo serve --print-token). It rejects any non-localhost Host or Origin header, which blocks DNS rebinding, as the MCP spec recommends for local HTTP servers.
| pure Python | with puenteo[fast] (Rust core) | |
|---|---|---|
| parse transcripts (25 largest, 3.3 GB) | ~300 MB/s | 0.8–2.7 GB/s, all cores |
| cold index rebuild (807 Codex + Claude sessions, ~4 GB) | 14.8 s | 4.3 s |
| global search after new activity | ~14 s | ~2 s |
warm list (4.5k sessions) / warm search | 0.3 s / 0.25 s | same |
| message delivery (send → woken reader) | 0.8 ms median | same |
The Rust core (native/, PyO3 abi3 wheels) is optional. Without it, puenteo stays pure Python with no dependencies. A test checks that both parsers produce byte-identical output on real logs. Set PUENTEO_NATIVE=0 to force pure Python.
puenteo mcp is a stdio MCP server with no dependencies, one process per agent session. It detects which session it serves from the parent-process chain, registers on the bus, and exposes these tools:
sessions, search, outline, pull, showwhoami, peers, send, reply, inbox, wait, thread, channels, subscribe, set_name, claim, release, claimspuenteo install registers it for Claude Code (claude mcp add -s user), Codex (codex mcp add), Gemini, Qwen, Cursor, OpenCode, Copilot and Antigravity.
puenteo search "gatekeeper dmg" --exclude-self # ranked over ALL sessions (FTS5 index), ~0.2 s
puenteo search "topic" --cwd . --since 2026-09-01 puenteo list --cwd . -n 20 # git-style unique id prefixes puenteo outline # milestones with message #index puenteo pull --mode handoff # goal + decisions + latest state, budgeted puenteo pull --query "topic" --mode query # relevant messages + neighbours puenteo pull --around 500 --radius 5 puenteo show --range 100:120 puenteo export -f md|html|pdf|json|zip|csv|xml|yaml|all -o out puenteo index --stats # the index refreshes itself; --clear to reset
can be a unique id prefix, provider:id, @self, @last, @last:codex, a path, or a title substring. An ambiguous prefix fails with exit code 4 and prints the candidates; puenteo never picks one silently.
import puenteo
for s in puenteo.list_sessions(limit=10, cwd="~/dev/myapp"): print(s.provider, s.session_id, s.title)
hits = puenteo.search("gatekeeper dmg", exclude_session="my-current-id") msgs = puenteo.pull(hits[0].session.session_id, query="dmg", mode="query") puenteo.export_session("019f7a24", fmt="md", output="chat.md")
from puenteo.bus import Bus with Bus() as bus: bus.send("claude:8765…", "@reviewer", "PR ready") for m in bus.inbox("codex:01a1…"): print(m.sender, m.body)
| Provider | Store |
|---|---|
| Claude Code | ~/.claude/projects/**/*.jsonl (meta entries skipped, streamed fragments merged) |
| Codex | ~/.codex/sessions/**/rollout-*.jsonl + state_*.sqlite titles; subagents keep their own ids |
| Gemini CLI | ~/.gemini/tmp/** |
| Antigravity | ~/.gemini/antigravity/brain/*/…/transcript*.jsonl |
| Grok | ~/.grok/sessions/**/chat_history.jsonl |
| Pi | ~/.pi/agent/sessions/**/*.jsonl |
| Qwen Code | `~/.qwen/projects/**/c
只显示了开头部分;其余内容请在仓库中阅读