Context7
Up-to-date docs for AI agents
作者提供的说明(英文原文)
Session memory for AI coding agents: records decisions and dead ends, flags what went stale.
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": {
"cogsession": {
"command": "uvx",
"args": [
"cogsession"
]
}
}
}在终端中运行这条命令
claude mcp add cogsession -- uvx cogsession粘贴到项目中的 .cursor/mcp.json,或 ~/.cursor/mcp.json
{
"mcpServers": {
"cogsession": {
"command": "uvx",
"args": [
"cogsession"
]
}
}
}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": {
"cogsession": {
"type": "stdio",
"command": "uvx",
"args": [
"cogsession"
]
}
}
}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7日
注册名称已通过 GitHub 账户 premanand8800 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(0.1.0)于2个月前进入注册中心。
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
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Session memory for AI coding agents. Your agent forgets everything when the context window fills. CogSession remembers the parts worth keeping, and tells you when they stop being true.
Session 1 (context fills) → Session 2 starts fresh → Session 3 starts fresh
Everything lost. Repeats the mistakes. Starts blind again.
You explain the codebase again. The agent tries the approach that already failed. The constraint you agreed on in session 1 is gone by session 3.
The usual answer is "write better notes", which fails for the same reason all documentation fails: it is true when written and nobody notices when it stops being true.
Three things, and the third is the one that does not exist elsewhere.
1. It records without being asked. A session opens on its own. Decisions, dead ends, assumptions and errors are written as they happen, each stamped with the local time and the repo state it happened at (main@a1b2c3d+2, where +2 is dirty files).
2. It makes that searchable without loading it. Every session keeps a session.md: append-only, one block per event, every entry line self-describing. So one grep answers a question without pulling a file into context.
grep -A4 "dead_end" .cogsessions/*/session.md # what already failed
grep "2026-08-27 01:" .cogsessions/*/session.md # what happened that hour grep "main@a1b2c3d" .cogsessions/*/session.md # what happened at that commit
3. It tells you when what you wrote stops being true. Record a claim with the command that *proves* it. When the files it watches change, the proof is re-run:
[CogSession] 1 claim(s) no longer hold:
✗ the composite key includes the tenant column expected '1', got '0' asserted in: PR description, line 26 proof: grep -c 'UNIQUE (a, b, c)' migrations/007_schema.sql
No model judgement involved. It stores the command that proved something and re-runs it. Silence means everything still holds.
Every expensive failure in three weeks of daily use reduced to one sentence: *something was true when it was written and stopped being true.* A pull request description explaining a schema the code no longer had. A comment naming a constraint that moved. A test asserting a shape the implementation had dropped. A docstring contradicting its own function.
An agent cannot notice that from a transcript. A human notices it in review, which is the expensive place. A stored proof notices it for free.
You are probably here because of one of these:
The first four are what any agent-memory tool is for. The fifth is the one CogSession was actually built to solve, and it is the reason for the claims feature above.
Notes go stale silently. That is the entire problem, and no amount of discipline fixes it, because the failure is not that you forgot to write something down — it is that what you wrote stopped being true and nothing told you.
A claim is a note with a proof attached. When the proof stops passing, you hear about it.
Built-in memory decides what to keep. This records what happened, in a plain file you own, in your repo's directory, greppable with tools you already have. It works the same whether the agent is Claude Code today or something else next year, because the output is markdown and JSONL rather than a vendor's store.
.cogsessions/
├── sess_001_discover/ │ ├── session.md ← greppable timeline, every entry timestamped + git-stamped │ ├── handoff.md ← the brief the next session reads first │ ├── claims.json ← assertions with the commands that prove them │ ├── dead_ends.md ← what failed and why, so it is not retried │ ├── assumptions.md ← what was assumed but never verified │ ├── tasks.json ← done / remaining / blocked │ ├── decisions.json ← flagged when made under high context pressure │ ├── environment.json ← the commands that restore a working state │ ├── architecture.mermaid← auto-generated dependency diagram │ └── session_log.jsonl ← append-only machine log ├── sess_002_auth/ (parent: sess_001) └── sess_003_payments/ (parent: sess_001, sibling of sess_002)
Sessions form a tree, like branches, because work does. session_tree shows it; session_log is a git log --oneline across all of them.
uv for the install scriptgit is optional. Without it the journal records no-git and stays usefulpip install cogsession # or: uv tool install cogsession
cogsession-admin install
Two commands on purpose. The first installs the MCP server; the second wires the hooks, which is what makes CogSession record without being asked. A package cannot write to ~/.claude/settings.json on its own, so without the second command you get eleven tools you must call by hand and none of the recording.
cogsession-admin install backs up your settings first, adds the six hooks alongside anything already there, and will not overwrite a status line you already set.
Installing from a clone instead (for working on CogSession itself)
git clone https://github.com/premanand8800/cogsession.git
cd cogsession uv sync uv run cogsession-admin install --repo .
--repo points the hooks at your checkout through uv, so edits take effect without reinstalling.
The installer syncs dependencies with uv, registers the MCP server with Claude Code, and writes the hooks that let it observe a session without being asked. It touches ~/.claude/settings.json and nothing inside your projects.
It will not write to a file git tracks. The handoff goes to CLAUDE.local.md, which is auto-loaded the same way CLAUDE.md is but never committed. If that filename happens to be tracked in your repo, CogSession refuses to write rather than dirtying your tree, and tells you where the handoff is on disk instead. Add .cogsessions/ to your .gitignore.
Eleven MCP tools, in four groups:
| Group | Tools |
|---|---|
| Lifecycle | session_init · session_checkpoint · session_load · session_status |
| Recording | session_update |
| Searching | session_search · session_log · session_tree · session_diagram |
| Claims | claim_record · claim_check |
Plus six hooks (SessionStart, UserPromptSubmit, PreToolUse, PostToolUse, PreCompact, SessionEnd) that do the recording you never have to ask for.
Worth saying plainly, because it is the first thing people assume:
CogSession does not store your conversations. It reads the transcript only to measure how full the context window is. What it keeps is conclusions — decisions, dead ends, assumptions, claims — plus the mechanical events from the hooks. That is deliberate: a memory made of every word said is a memory nobody re-reads. But it does mean the quality of a session's memory depends on things being recorded as they are decided.
Start of every session: nothing. The SessionStart hook opens a session and loads the previous handoff on its own. Tracking that depends on someone remembering to turn it on is tracking that silently does not happen.
Name the session when you know what it is about — the focus line is the only part a tool cannot infer:
session_update(type="focus", content="auth module")
session_init still exists for a session you want to start deliberately, or to attach to a parent:
session_init(project_root="/your/project", focus="auth module")
session_load(project_root="/your/project") # load a previous handoff by hand
Throughout the session:
session_update(type="decision", content="Use python-jose for JWT", reasoning="Handles RS256 edge cases")
session_update(type="dead_end", content="Using httpx for auth", why_failed="Breaks streaming in /login", use_instead="Use requests library") session_update(type="assumption", content="users table has hashed_password column", risk_level="HIGH", how_to_verify="Run \\d users in psql") session_update(type="task_complete", content="Build /register endpoint") session_update(type="task_add", content="Build /refresh endpoint") session_update(type="danger_zone", content="Don't touch middleware.py — custom CORS order line 45") session_status(context_pct=67)
At 70-80% context:
session_checkpoint(context_pct=78, one_liner="Built JWT auth. Refresh token next.")
Look something up without loading anything. Every session keeps a session.md: append-only, one block per event, each header carrying its own local timestamp, event type, and the repo state it happened at (branch@commit+dirty). So one grep answers a question:
grep -n -A4 "dead_end" .cogsessions/<session>/session.md # what already failed
grep -n "2026-08-27 01:" .cogsessions/ /session.md # what happened that hour grep -n "main@a1b2c3d" .cogsessions/ /session.md # what happened at that commit
Every entry line is self-describing, which is what makes a bare grep useful: a match tells you when, what kind, and against which state of the code, with no need to scroll for context. Tool calls are deliberately left out — hundreds per session would bury the decisions someone is actually searching for; they stay in session_log.jsonl.
Scan history like `git log`:
session_log() # newest first, all sessions
session_log(type_filter="dead_end") # what has already failed here
when what repo session 2026-08-27 01:43:57 +0545 error master@3d4d1fd+2 sess_20260827_... 2026-08-27 01:43:57 +0545 dead_end master@3d4d1fd+1 sess_20260827_...
Scan, then grep the journal for the entry that matters. The commit id is the join back to real git log, so a decision can be lined up with the state of the code that produced it.
Claims — for anything you write down that could go stale:
claim_record(
claim="the composite key includes the tenant column", verified_by="grep -c 'UNIQUE (a, b, c)' migrations/007_schema.sql", expect="1", watches=["migrations/007_schema.sql"], asserted_in="PR description, line 26", ) claim_check() # re-runs the proofs whose files moved
A claim stores the *command that proved it*, not a note about how to check it. When the file changes, the next session is told which statements stopped being true, where they were asserted, and how they were checked.
只显示了开头部分;其余内容请在仓库中阅读