Context7
Feeds AI the latest docs for libraries and frameworks before it answers, so code it writes does not use outdated, removed functions.
Description from the maker (original English)
Let coding agents talk: search every agent session's history and message live sessions.
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We have not written a plain-language summary for this one yet. Below are the facts we read from the registry.
Pick the AI app you use, then copy the settings.
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Open Claude Desktop → Settings → Developer → Edit Config, and paste this into claude_desktop_config.json
{
"mcpServers": {
"puenteo": {
"command": "uvx",
"args": [
"puenteo",
"mcp"
]
}
}
}Run this in your terminal
claude mcp add puenteo -- uvx puenteo mcpPaste into .cursor/mcp.json in your project, or ~/.cursor/mcp.json
{
"mcpServers": {
"puenteo": {
"command": "uvx",
"args": [
"puenteo",
"mcp"
]
}
}
}Your browser asks to open the app, then the app shows the settings and asks you to confirm. Key values are left empty for you to fill in.
Paste into .vscode/mcp.json in your project
{
"servers": {
"puenteo": {
"type": "stdio",
"command": "uvx",
"args": [
"puenteo",
"mcp"
]
}
}
}Your browser asks to open the app, then the app shows the settings and asks you to confirm. Key values are left empty for you to fill in.
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Runs on your computer; the tool list appears in your AI app after you install it.
We check information anyone can see; we have not read the code. Checks that do not apply are left out of the count. · Checked Nov 6, 2026
The registry name was verified with the GitHub account mano7onam, which owns the repo
We have not read this repo from GitHub yet
We have not read this repo from GitHub yet
This one runs on your computer; there is no internet endpoint
Runs on your computer and uses local settings instead
Runs on your computer; we can only read tool lists from internet endpoints
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It runs on your computer. Your AI app starts it when needed, and data does not pass through the maker’s servers (unless it calls an online service itself).
The GitHub repo last changed –, and the latest version (0.13.0) reached the registry 28 days ago.
Apps that support MCP, such as Claude Desktop, Claude Code, Cursor and VS Code. You also need Python (uv) on your computer.
In the same category: Context7, Codebase Memory, Exa
Servers in the same category from other makers, sorted by stars.
Reading a card:★ GitHub starsiThree pillars: reviews · checks · usageiUpdated = latest version published to the registryi
Feeds AI the latest docs for libraries and frameworks before it answers, so code it writes does not use outdated, removed functions.
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.
Copied from the maker’s repo as written. PopNx MCP has not reviewed or endorsed it. HTML, images and scripts are removed. Links lead off this site.
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
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