recall

io.github.fainir由 GitHub 账号 fainir 发布v0.3.0更新于 Nov 1, 2026

Read and write Claude Code auto memory from Codex, Cursor or any MCP client. Zero dependencies.

已验证STDIO仅桌面知识与记忆开发者工具

概览

AI 生成的概览

把 Claude Code 按项目保存的 Markdown 记忆共享给其他 MCP 代理,让助手可以列出、读取、沿链接扩展、写入和删除这些记忆。

可以做什么
  • 列出并筛选已保存的记忆,含类型和一行描述
  • 完整读取单条记忆,名称匹配较宽松
  • 按名称召回记忆并沿 wiki 链接扩展,按 token 预算裁剪
  • 列出已到复核期限、不宜直接依赖的记忆
  • 保存或替换记忆并更新索引,或删除过时记忆
适用场景
适合在 Claude Code 与 Codex、Cursor、Cline、Gemini CLI 等其他代理之间切换时,希望沿用同一份项目记忆;也适合想要一个以纯文件保存、助手可读可写的长期记忆。
运行要求
通过 npx 以 stdio 在本地运行 npm 包,需要 Node.js 18 或更高版本。需指定仓库路径(Claude Code 模式)或其他记忆目录。设置 RECALL_READ_ONLY=1 或只读参数可限制为只读。无需账号或 API 密钥。
安装前请注意
把 Claude Code 的记忆提供给其他代理,会把这些记忆发送给该代理的模型提供商,建议使用只读模式并只指向愿意共享的项目。写入和删除会改动磁盘文件,且后写覆盖先写,与正在运行的 Claude Code 会话之间没有加锁。密钥脱敏只覆盖已知格式,并非保证,允许密钥的选项会将其关闭。

安装

在 SourceWeft 中

  1. 打开 控制台中的 recall,将其添加到工作区。
  2. 为需要使用其工具的对话启用该服务。

Desktop only,通过 STDIO。 STDIO 服务会启动本地进程,因此需要 SourceWeft 桌面宿主。

其他 MCP 客户端

参照 仓库 中的启动说明。

README

recall

[CI] [License: MIT] [npm] [fainir/recall MCP server] [Mentioned in Awesome MCP Servers]

Your Claude Code memory, in every agent. recall reads and writes the memory Claude Code keeps for each project, so Codex, Cursor or an agent you build yourself can use the same memories, over MCP or from code. Zero dependencies, no vectors, no database: the memories stay plain Markdown files.

Claude Code now remembers things on its own: your corrections, how you like to work, project decisions, where things live. It saves them as Markdown files with [[wiki-links]] under ~/.claude/projects/<project>/memory/. That is a good format, but only Claude Code reads it. Switch to another agent and it starts from zero.

recall makes that memory portable. It finds the same directory Claude Code uses (same rules, down to its folder-naming hash), reads every file Claude Code writes, and writes files Claude Code reads back.

[Codex calling recall: memory_list shows three memories Claude Code wrote, then memory_recall returns feedback_testing and follows its [[reference_ci]] link on its own, in 180 tokens.]

Quick start: share it over MCP

Point any MCP client at recall and the project's repository. --read-only lets the other agent read what Claude Code remembers without changing it; leave it off to let both write.

Codex

bash
codex mcp add recall -- npx -y @fainir/recall --claude-code /path/to/your/repo --read-only

Cursor (.cursor/mcp.json in the project, or ~/.cursor/mcp.json)

json
{  "mcpServers": {    "recall": {      "type": "stdio",      "command": "npx",      "args": ["-y", "@fainir/recall", "--claude-code", "/path/to/your/repo", "--read-only"]    }  }}

Cline: in the MCP Servers panel choose Configure, and add the same recall entry as for Cursor to cline_mcp_settings.json. Or ask Cline to "set up the MCP server from https://github.com/fainir/recall": in a test on 2026-11-01 it read this README, added the entry, started the server and listed its tools.

Gemini CLI: gemini extensions install https://github.com/fainir/recall (it serves the memory of the folder you start Gemini in).

Any other MCP client: run npx -y @fainir/recall with the same arguments as a stdio server. Needs Node.js 18+.

The agent then has these tools. Here is a real run against a repository with three memories Claude Code wrote:

text
> memory_list3 memories in /Users/you/.claude/projects/-Users-you-code-acme-api/memory:- feedback_testing (feedback) - run the integration suite before saying a change works- reference_ci (reference) - where CI runs and how to rerun a flaky job- user_role (user) - backend lead, prefers short answers with the command to run
> memory_recall {"requires": ["feedback_testing"]}## feedback_testing (feedback) - run the integration suite before saying a change worksRun `npm run test:int` (needs the local Postgres from docker compose), not just `npm test`.**Why:** the unit tests mock the database; two "done" changes broke prod queries.**How to apply:** any change under src/db/ or src/queries/. CI details in [[reference_ci]].
## reference_ci (reference) - where CI runs and how to rerun a flaky jobCI is GitHub Actions, workflow `ci.yml`. Rerun a flaky job with `gh run rerun --failed`.
tokens_used: 180

memory_recall followed the [[reference_ci]] link on its own. In testing, a Codex agent given only this server answered a question by calling memory_list and then memory_get.

ToolWhat it does
memory_listEvery memory with its type and one-line description. Optional type filter.
memory_getOne memory in full. feedback-testing and feedback_testing both work.
memory_recallThe named memories plus the ones they [[link]] to, trimmed to a token budget. Unknown names come back as missing.
memory_dueMemories old enough to re-confirm before relying on them.
memory_writeSave or replace a memory in Claude Code's format, and add it to the MEMORY.md index. Not offered with --read-only.
memory_deleteDelete a memory and its index line. Not offered with --read-only.

recall-mcp options: --claude-code [repo] (the default, using the current directory), --dir <dir> for any other memory directory (add --format claude-code to write Claude Code's file format there), --read-only, and --allow-secrets. RECALL_DIR, RECALL_READ_ONLY=1 and RECALL_ALLOW_SECRETS=1 work as environment variables.

Use it from code

bash
npm install @fainir/recall
js
import { Recall } from '@fainir/recall';
const memory = Recall.forClaudeCode('/Users/you/code/acme-api');console.log(memory.dir);
for (const m of await memory.list()) console.log(m.name, '|', m.type, '|', m.description);
const slice = await memory.recall({ requires: ['feedback-testing'] });console.log(slice.memories.map(m => m.name), slice.tokens_used);
// Save something Claude Code will see in its next session.await memory.write({  name: 'project_freeze',  type: 'project',  description: 'merge freeze until the 3rd for the mobile release',  body: 'No merges to main until Nov 3. **Why:** mobile release cut.',});

Output (before the write):

text
/Users/you/.claude/projects/-Users-you-code-acme-api/memoryfeedback_testing | feedback | run the integration suite before saying a change worksreference_ci | reference | where CI runs and how to rerun a flaky jobuser_role | user | backend lead, prefers short answers with the command to run[ 'feedback_testing', 'reference_ci' ] 180

write() produces the file Claude Code itself writes:

markdown
---name: project_freezedescription: merge freeze until the 3rd for the mobile releasemetadata:  node_type: memory  type: project  modified: 2026-10-27T17:51:14.486Z---
No merges to main until Nov 3. **Why:** mobile release cut.

and adds a line to MEMORY.md, the index Claude Code loads at the start of every session, leaving the existing lines alone:

markdown
- [Testing](feedback_testing.md) - run the integration suite before saying a change works- [CI](reference_ci.md) - where CI runs and how to rerun a flaky job- [Role](user_role.md) - backend lead, prefers short answers- [project_freeze](project_freeze.md) - merge freeze until the 3rd for the mobile release

Rewriting an existing memory keeps the fields recall does not own, such as Claude Code's originSessionId.

Where Claude Code keeps the memory

claudeCodeMemoryDir(repo) returns the directory, using Claude Code's rules:

  • The project is the git repository root, so subfolders share one memory, and a worktree uses the memory of its main checkout. Outside git, it is the folder itself.
  • The folder name is the project path with every character other than a-z, A-Z and 0-9 turned into -. Paths longer than 200 characters are cut and given the same hash suffix Claude Code adds.
  • CLAUDE_CONFIG_DIR replaces ~/.claude. CLAUDE_CODE_PROJECT_DIR_NAME (next to CLAUDE_CONFIG_DIR) names the folder. An autoMemoryDirectory setting in the project's .claude/settings.local.json or your ~/.claude/settings.json wins over both.

This was checked against a real ~/.claude/projects folder: the rule reproduced 40 of 41 project folder names, including all three long, hashed ones (the other one belonged to a session that was moved after it started). recall listed and parsed all 194 memory files in it.

API

The package exports the Recall class and claudeCodeMemoryDir(). Every method is async.

CallArgumentsReturns
Recall.forClaudeCode(repo)path inside a project; default the current directorya Recall on Claude Code's memory directory, in claude-code format
new Recall({ dir, format })dir: memory directory. format: recall (default) or claude-codea Recall instance
write({ name, type, description, decay_class, body, extra })name: slug (required). type: user | feedback | project | reference (required). description: one line, default ''. decay_class: permanent | slow | fast | ephemeral, default slow. body: Markdown, default ''. extra: more frontmatter fields{ name, type, decay_class, updated_at }. Creates or replaces <dir>/<name>.md; in claude-code format also updates MEMORY.md
get(name)a memory name; - and _ are interchangeable, and a frontmatter name also matchesa Memory, or null
list({ type })optional type filterMemory[], sorted by name
recall({ requires, link_depth, budget_tokens })requires: names. link_depth: [[link]] hops to follow, default 1. budget_tokens: default 2000{ memories: Memory[], tokens_used, missing: string[], dropped: string[] }
dueForReview(asOf)Date or date string, default nowMemory[] past their review window, each with age_days
delete(name)exact memory nametrue if a file was removed, false if it did not exist
claudeCodeMemoryDir(repo)path inside a projectthe directory path (it may not exist yet)

A Memory is { name, type, description, updated_at, frontmatter, body, links }. type and updated_at come from the flat fields or from Claude Code's metadata: block, whichever the file has. links lists the memory names the body links to, deduplicated and in order.

write, get and delete throw on an unsafe name; write also throws on an invalid type or decay_class, a non-string body or description, or a reserved extra key. recall never throws on unknown names; it lists them in missing.

Memory file format

One file per memory, <name>.md, with frontmatter and a Markdown body. recall reads both shapes, whichever format you pick for writing.

Claude Code's format (format: 'claude-code'; older Claude Code files have a flat type: instead of metadata:, and recall reads those too):

markdown
---name: feedback_testingdescription: run the integration suite before saying a change worksmetadata:  node_type: memory  type: feedback  modified: 2026-10-20T09:12:44.120Z---
Run `npm run test:int` first. CI details in [[reference_ci]].

recall's own format (format: 'recall', the default, which earlier versions wrote):

markdown
---name: top-customerstype: projectdescription: paying customers above $10K ACVdecay_class: slowupdated_at: 2026-05-25---- Northwind - $48K ACV (see [[northwind-account]])
  • Names: a-z, 0-9, - and _, starting with a letter or digit, up to 128 characters. That keeps file names safe on every OS.
  • Links: [[name]], [[name|label]] and [[name#heading]] all point at name. They are case-insensitive, - and _ match each other, and links inside code are ignored.
  • Frontmatter is a small YAML subset: key: value lines, quoted strings, # comments, and one level of nesting (Claude Code's metadata: block).
  • Other files (MEMORY.md, README.md, My Notes.md, folders) are not memories and are skipped.

How recall() picks the slice

  1. Every name in requires. No embeddings, no fuzzy search.
  2. Every memory reachable through [[wiki-links]] from those, breadth-first, up to link_depth hops.
  3. If the total is over budget_tokens (estimated as characters / 4), memories are dropped until it fits: the deepest links first, so the required memories go last; at the same depth, ephemeral first, then fast, slow, permanent. Their names come back in dropped, and the rest keep their walk order.

For an agent that knows what it needs, explicit keys beat similarity search: asking for "voice" should return the voice memory, not four memories that mention the word.

Decay

decay_class says how often a memory should be re-confirmed. dueForReview() returns the ones whose last update (Claude Code's modified, or recall's updated_at) is older than their window. Nothing is deleted automatically.

decay_classDue for review after
permanent730 days
slow (default)90 days
fast30 days
ephemeral7 days

Limitations

  • Privacy: serving Claude Code's memory to another agent sends those memories to that agent's model provider. Use --read-only and point it only at projects you are happy to share.
  • Secrets: a memory can capture a credential from a debugging session. Before a memory leaves the server, recall replaces recognisable secrets with [redacted]: passwords in connection URLs, bearer tokens, private key blocks, and Anthropic, OpenAI, GitHub, Slack, AWS, Google and Stripe keys, plus JWTs, and says how many it hid. The files on disk are not changed. --allow-secrets turns this off. It is a safety net for known formats, not a guarantee: keep secrets out of memories.
  • Claude Code reads MEMORY.md at the start of a session, so a memory another agent writes shows up in Claude Code's next session, not the current one. Claude Code loads only the first 200 lines (or 25 KB) of that index.
  • Writes are atomic (temp file + rename), but the last writer wins. There is no locking between recall and a running Claude Code session.
  • Auto memory is per machine. recall does not sync it anywhere.
  • The token count is an estimate (characters / 4), not a tokenizer.

Development

No dependencies, so there is nothing to install:

bash
git clone https://github.com/fainir/recall.gitcd recallnpm test                 # node:test, no networknode examples/basic.js   # the library on a plain recall directory

License

MIT


More open source by Nir Feinstein

  • agent-harness - make Claude Code or Codex act as a product team, a CEO or a portfolio manager
  • frugal - your agent finds the cheaper honest way before it pays for anything
  • flipback - an automatic /goal for every turn: sends Claude Code back when it stops early
  • most-capable-agent-system-prompt - the copy-paste prompt for a self-improving agent system
  • All projects

来源:README.md,提交 af62c9e

工具

6

memory_list

List every saved memory with its type and one-line description. Start here to see what is known.

输入参数type

memory_get

Read one memory in full. Names match file names; "-" and "_" are interchangeable.

输入参数name必填

memory_recall

Read the named memories plus the memories they link to with [[wiki-links]], trimmed to a token budget. Unknown names are reported as missing instead of failing.

输入参数requires必填link_depthbudget_tokens

memory_due

List memories old enough that they should be re-confirmed with the person before being relied on.

输入参数as_of

memory_write

Save a memory, or replace the one with the same name. One fact per memory. Save only what a future session could not work out from the code or git history. Never save secrets. Link related memories in the body with [[name]]. user: who the person is and how they like to work. feedback: corrections and confirmed approaches. project: ongoing work, decisions and deadlines not in the code. reference: where to find things outside the project.

输入参数body必填name必填type必填decay_classdescription必填

memory_delete

Delete a memory that turned out to be wrong or obsolete. Exact name only.

输入参数name必填

版本历史

2
  1. v0.3.0最新Nov 1, 2026
  2. v0.2.0Oct 29, 2026

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