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Feeds AI the latest docs for libraries and frameworks before it answers, so code it writes does not use outdated, removed functions.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)
Shared memory for coding agents. Stop re-explaining your codebase every session.
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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.
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Works in Claude on the web, desktop and mobile:
https://teamshared.com/mcpRun this in your terminal
claude mcp add --transport http teamshared https://teamshared.com/mcpPaste into .cursor/mcp.json in your project, or ~/.cursor/mcp.json
{
"mcpServers": {
"teamshared": {
"url": "https://teamshared.com/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": {
"teamshared": {
"type": "http",
"url": "https://teamshared.com/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.
ChatGPT connects only to servers on the internet:
https://teamshared.com/mcpMenu names can differ slightly by plan and over time.
Your choice stays on this device in a cookie; no account needed.
These settings are generated from the maker’s registry entry. If the README says otherwise, follow the README.
We have not read this server’s tool list yet; we check endpoints in rotation.
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 publisher (xhad) is not the repo owner (teamshared-ai); someone else may have listed it
We have not read this repo from GitHub yet
We have not read this repo from GitHub yet
Not checked yet; we check endpoints in rotation
Not checked yet; we check endpoints in rotation
Not checked yet; we read the tool list when we check the endpoint
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It passed 0 of 1 applicable basic checks. We have not read the code. Before adding a key or token, see what access the server asks for and use a key with only the permissions you need.
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It runs in the maker’s cloud. Connect over the internet with nothing to install, but what you send passes through the maker’s servers.
The GitHub repo last changed –, and the latest version (0.9.1) reached the registry 3 months ago.
Apps that support MCP, such as Claude Desktop, Claude Code, Cursor and VS Code. It connects by URL, so apps that accept remote MCP servers work too, such as ChatGPT in developer mode.
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.
Registers the teamshared MCP server. The Cursor plugin also ships the recall-first memory rule and Cursor hooks that capture Agent Chat into TeamShared (sessionStart, beforeSubmitPrompt, afterAgentResponse, stop, sessionEnd) plus postToolUse (failed test/lint/shell), postToolUseFailure (read-only recall), and preCompact. The Cursor plugin still has no skills, slash commands, or extra agents.
This repo also ships a Claude Code marketplace plugin under claude/ (remote MCP via Claude Code's native /mcp OAuth, TEAMSHARED_TOKEN for the optional capture hooks, protocol 1.31.0, SessionStart injection, and official Claude Code capture hooks).
The native Codex package under plugins/teamshared/ uses the server's MCP OAuth discovery flow and treats Codex as a first-class client: protocol 1.31.0, SessionStart injection, and official Codex capture hooks. A manual Codex TOML setup remains available under install/codex/ (TEAMSHARED_TOKEN; do not mix).
Hosted install is teamshared.com/#connect. The public plugin / marketplace source is this repo (teamshared-ai/teamshared-plugin). The remote MCP endpoint is https://teamshared.com/mcp.
One Connect, one org per repo. Install the plugin once and connect once. From chat, call org_list / org_bind(slug=...). CLI teamshared org bind is an optional fallback that writes .teamshared/org. Do not add a second TeamShared server. Unbound /mcp keeps working — it stays on the org chosen at Connect time. Agent-facing copy: AGENTS.md.
| Component | Purpose |
|---|---|
mcp.json | Registers https://teamshared.com/mcp (URL only; Cursor OAuth Connect) |
rules/teamshared.mdc | Lean always-on fetch/store loop (alwaysApply); tool encyclopedia lives in memory_tools_catalog |
hooks/ | Cursor hooks: Agent Chat capture plus postToolUse (failed test/lint/shell), postToolUseFailure (read-only recall), and preCompact |
claude/ | Claude Code plugin (remote MCP via native /mcp OAuth + protocol 1.31.0 + capture hooks needing TEAMSHARED_TOKEN) |
.claude-plugin/marketplace.json | Claude Code marketplace catalog (/plugin marketplace add teamshared-ai/teamshared-plugin) |
.agents/plugins/marketplace.json | Codex marketplace catalog (codex plugin marketplace add teamshared-ai/teamshared-plugin) |
plugins/teamshared/ | Native Codex plugin (OAuth MCP + protocol 1.31.0 + official capture hooks) |
clients/ | Copy-paste protocol + MCP examples for non-Cursor harnesses (not loaded by Cursor) |
https://github.com/teamshared-ai/teamshared-pluginCloud and Grok Bot agents inherit that account-level Connect. Installing the plugin registers https://teamshared.com/mcp — you only click Connect. Do not paste a URL or token into the plugin mcp.json. Then bind the repo (teamshared org bind ); do not add a second TeamShared server.
See MARKETPLACE.md for the official Marketplace publish checklist.
/plugin marketplace add teamshared-ai/teamshared-plugin
/plugin install teamshared@teamshared /reload-plugins /mcp
In /mcp, select teamshared and choose Authenticate — Claude Code's own native OAuth flow, same email/OTP login as the web console, token stored in your system keychain. Confirm tools appear under /mcp as plugin:teamshared:teamshared connected.
The chat-capture hooks are a separate subprocess with no access to that keychain, so if you also want them capturing chat automatically, mint a tsk_ org key and export it — never commit it:
export TEAMSHARED_TOKEN=tsk_... # mint under https://teamshared.com/app/keys
Without it the hooks just no-op; the MCP connection and every-turn workflow work fine either way. From chat, call org_bind(slug=...) (CLI teamshared org bind is optional) so capture follows the org; do not add a project .mcp.json TeamShared server. Unbound /mcp keeps working. SessionStart injects protocol 1.31.0; /teamshared:status checks health + version. Details: claude/README.md.
The native Codex package uses TeamShared's MCP OAuth discovery flow, so it does not require TEAMSHARED_TOKEN or store an authorization header. The first browser open is the Codex host (system default browser). TeamShared only serves /oauth/authorize and the redirect; the post-OTP finish page uses a single handoff. ChatGPT’s in-app @Browser is Computer Use, not MCP Authenticate — there is no API to force Connect there. To skip the browser, use install/codex/ + TEAMSHARED_TOKEN instead of this plugin. Details: #46 and plugins/teamshared/README.md.
codex plugin marketplace add teamshared-ai/teamshared-plugin
codex plugin add teamshared@teamshared
Restart the Codex app, start a new task, and connect TeamShared when prompted. Then review and trust plugin hooks with /hooks so capture writes run. From chat, call org_bind(slug=...) (CLI teamshared org bind is optional); do not add a second [mcp_servers.teamshared] next to the plugin. Unbound /mcp keeps working. SessionStart injects protocol 1.31.0; $status checks health + version. The package lives under plugins/teamshared/ and is cataloged by .agents/plugins/marketplace.json. Details: plugins/teamshared/README.md.
Submit this repo at cursor.directory/plugins/new:
https://github.com/teamshared-ai/teamshared-plugin
Do not submit the old xhad/teamshared-cursor redirect. Root plugin.json and .mcp.json are the Open Plugins / directory discovery files; Cursor install still uses .cursor-plugin/ and mcp.json.
Ready-to-paste listing description:
TeamShared is hosted MCP plus the recall-first memory rule and Cursor
hooks that capture Agent Chat (plus failed test/lint/shell + preCompact). No skills, slash commands, or extra agents.
Install in Cursor:
Cloud and Grok Bot agents inherit that Connect. Bind each repo with teamshared org bind; do not add a second server.
Add plugins from folder needs a marketplace catalog in the selected directory. Select this repo root (it ships .cursor-plugin/marketplace.json with "source": "./").
Then enable the plugin, reload the window, and Connect.
For local iteration without the folder picker:
ln -sf "$(pwd)" ~/.cursor/plugins/local/teamshared
/app). The plugin already shipped the server URL; do not add headers or a tsk_* token to the plugin mcp.json.teamshared org bind writes .teamshared/org ({"v":1,"slug"}). Commit that file. Capture follows it. Do not add a second TeamShared server in .cursor/mcp.json, project .mcp.json, or Codex config.toml..teamshared/org); Cloud does not take a second MCP URL from repo config. Unbound /mcp keeps working (Connect-time org).teamshared enabled.If you previously added https://teamshared.com/mcp by hand, remove that manual entry so you do not get two teamshared servers.
Bots that must stay in one org use a seat key — teamshared token mint scoped to that org, or mint under /app/keys — on the MCP headers (Authorization: Bearer tsk_…). Not in the plugin mcp.json. Unbound /mcp keeps working for interactive Connect.
memory_recall, memory_remember, memory_session_*, etc. (registered by mcp.json when the plugin is installed)./app) for human actions.memory_session_ensure / context_commit. sessionStart maps conversation_id onto a working session and, after a successful ensure with auto_recall=true, injects a capped Cursor additional_context block (linked soul, a short playbook header when present, and compact auto_recall bullets — not full memory bodies or transcripts). Explicit memory_recall remains preferred for keyword work. Fail-open on MCP/auth errors. beforeSubmitPrompt and afterAgentResponse append redacted user/assistant text; sessionEnd closes and distills. stop only notes aborted/error loops (it fires after every turn, so it does not distill). postToolUse still appends a short episodic fact when a Shell test/lint/command fails (command + error tail, secrets stripped). On Cursor postToolUseFailure and on that failed postToolUse, hooks also call remote memory_recall with a tight query (tool name + truncated error, k=3, verbose=false) and inject compact hits as additional_context — same pattern as SessionStart auto_recall. Skip when recall is empty or MCP has no token. That recall path never writes (context_commit). Fail-open if MCP is unreachable. preCompact writes a short session summary. All reuse the existing Connect session — no tsk_ in mcp.json. Cloud agents may skip sessionStart / sessionEnd; prompt/response hooks still capture turns. Agents still recall first and may commit curated facts; hooks store the transcript.One TeamShared server stays on https://teamshared.com/mcp. The repo file chooses the org; capture follows it. Do not add a second TeamShared server.
teamshared org bind sapien --token "$TEAMSHARED_TOKEN"
teamshared org status teamshared org unbind
bind checks membership, then writes only .teamshared/org:
{"v":1,"slug":"sapien"}
The derived URL https://teamshared.com/o/{slug}/mcp is never stored. Commit the file so every harness in the checkout sees the same org. status and unbind work offline. Missing or invalid file → unbound /mcp (Connect-time org). That is supported; binding is not required.
| Harness | Connect once | Bind | Do not |
|---|---|---|---|
| Cursor | Settings → Tools & MCP → teamshared → Connect | .teamshared/org; hooks POST to the org URL with the same Connect token | .cursor/mcp.json / project MCP twin |
| Cursor Cloud | Inherited account Connect | Same checkout file; hooks follow it | Repo MCP URL as a Cloud bind path |
| Claude Code | /mcp → Authenticate | Same file; hooks use an org-scoped TEAMSHARED_TOKEN | Project .mcp.json TeamShared server |
| Codex | Plugin OAuth (or manual tsk_ — not both) | Same file | [mcp_servers.teamshared] next to the plugi
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