Context7
by upstash
Feeds AI the latest docs for libraries and frameworks before it answers, so code it writes does not use outdated, removed functions.
Computer or cloud★ 64,224MITUpdated 3 days ago
Install
Agent Memory MCP
Overview
Description from the maker (original English)
Memory, docs, and repo context layer for engineering agents.
PopNx MCP’s three pillars
These three are never merged into one score: opinions, measurements and popularity are different things.
- User voiceiNo reviews yetReviews open together with accounts in a later step
- Our basic checksi1 of 1 passedChecked from public information; code not scanned yet
- UsageiNot measured yet★ –
What you can do with it
We have not written a plain-language summary for this one yet. Below are the facts we read from the registry.
- Connection: –
- Transport:
- Category: Search & AI memory
Install
Pick the AI app you use, then copy the settings.
Before you install
- Basic checks: 1 of 1 passed
- Runs on your computer with your user’s permissions (files, network, apps).
- The registry lists no key to fill in.
The maker has not listed install details in the registry. See the maker’s README below.
What it can do
Runs on your computer; the tool list appears in your AI app after you install it.
Basic checksi
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
- ✓ Pass
Maker matches the repo
The registry name was verified with the GitHub account ipiton, which owns the repo
- … Not checked yet
Still maintained
We have not read this repo from GitHub yet
- … Not checked yet
Has a licence
We have not read this repo from GitHub yet
- – Not applicable
Endpoint responds
This one runs on your computer; there is no internet endpoint
- – Not applicable
Sign-in with OAuth
Runs on your computer and uses local settings instead
- … Not checked yet
No hidden instructions in tool descriptions
Runs on your computer; we can only read tool lists from internet endpoints
Compared with others in Search & AI memoryi
- More stars than 0% of the other 7243 servers in this category
- Published to the registry more recently than 95% of the other 7243 servers in this category
- Basic checks equal to or better than 100% of the other 7243 servers in this category
Compared with every active server in this category in the registry. Stars count only when the publisher owns the repo.
Common questions
Is Agent Memory MCP safe?
It passed 1 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.
What keys or codes does it need?
The registry does not list a required key, though some servers ask you to sign in on first use.
Does it run on my computer or in the cloud?
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).
Is it still maintained?
The GitHub repo last changed –, and the latest version (0.16.0) reached the registry 2 days ago.
Which apps can use it?
Apps that support MCP, such as Claude Desktop, Claude Code, Cursor and VS Code.
What can I use instead?
In the same category: Context7, Codebase Memory, Exa
Alternatives
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
Codebase Memory
by DeusData
Codebase knowledge graph for AI agents — 162 languages, sub-ms queries, 99% fewer tokens.
Runs on your computer★ 48,148MITUpdated 20 days ago
Install
Exa
by exa-labs
Connect AI agents to Exa for web search, content fetching, and multi-step research.
Runs in the cloud★ 5,213MITUpdated 44 days ago
Install
README from the maker
Open the README
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.
agent-memory-mcp
Long-term memory and project-docs search for coding agents, in one local MCP server backed by SQLite.
Your agent remembers why a decision was made, finds the runbook that matches an incident, and notices when what it remembers no longer matches the repo.
Install
Claude Code. Nothing else to set up: no service, no model, one local database per project. Details.
/plugin install agent-memory --marketplace ipiton/agent-memory-mcpCodex, Cursor, Gemini CLI, OpenCode, VS Code, Windsurf, or Claude Code without the plugin. A standalone server, which needs one embedding provider. Details, including builds without Homebrew.
brew tap ipiton/tapbrew install agent-memory-mcp cd your-repo agent-memory-mcp setup codex --yes
Restart the agent afterwards.
What it does
- Searches memory and docs together. Decisions, facts and procedures are ranked alongside your docs, ADRs and runbooks, and every hit says how far to trust it.
- Keeps memory clean.
steward_runfinds duplicates, contradictions and stale entries, and sends anything risky to a review inbox. - Notices drift.
drift_scanflags memories whose source file changed or disappeared. - Leaves the last word to you. Notes become canonical only through
promote_to_canonical. An agent cannot verify its own notes. - Stays local. One binary and SQLite. An HTTP mode is there for a shared team instance.
> How many replicas should payments-api run, and why?- Why payments-api runs 4 replicas (relevance: 0.79) Trust: layer=raw source=decision confidence=0.96 freshness=1.00 owner=engineering Content: Decision 2026-09-12: payments-api runs 4 replicas, not 2. Two replicas dropped requests during the September card-network spike. Source: ./deploy/values.yaml.
More in Features.
Documentation
| Topic | Where |
|---|---|
| Claude Code plugin | PLUGIN.md |
| Standalone install, connecting agents, team service | INSTALLATION.md |
| Tools and CLI | MCP_TOOLS.md, CLI.md |
| Configuration | CONFIGURATION.md |
| Stewardship and memory lifecycle | STEWARDSHIP.md |
| Architecture and security | ARCHITECTURE.md, SECURITY.md |
| Troubleshooting and changes | TROUBLESHOOTING.md, CHANGELOG.md |
Development
make buildmake test make vet
Conventions are in CONTRIBUTING.md. License: MIT.