Context7
Feeds AI the latest docs for libraries and frameworks before it answers, so code it writes does not use outdated, removed functions.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
SaSame GEC Public MCP
Overview
Description from the maker (original English)
SaSame GEC public MCP for discovering OPEN outcome work and supporting evidence.
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 checksi3 of 3 passedChecked from public information; code not scanned yet
- UsageiVery new★ –
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: Runs in the cloud
- Transport: Streamable HTTP
- Category: Search & AI memory
Install
Pick the AI app you use, then copy the settings.
Before you install
- Basic checks: 3 of 3 passed
- Runs on the maker’s server: what you ask it goes through their server.
- Can do 4 things (tools) start_here, gec_open_demands, knowledge_search, audit_mcp
- The registry lists no key to fill in.
You need
- Runs in the cloudNothing to install; it connects over the internet
Which app do you use?
Pick your app above. We remember it, so next time the button says “Install in …”.
Works in Claude on the web, desktop and mobile:
- Open Settings → Connectors
- Press Add custom connector
- Paste the address below and press Add
- If it asks you to sign in, sign in with the maker
https://live-vps.sasame.online/public-mcpRun this in your terminal
claude mcp add --transport http research https://live-vps.sasame.online/public-mcpOr copy the settings yourself
Paste into .cursor/mcp.json in your project, or ~/.cursor/mcp.json
{
"mcpServers": {
"research": {
"url": "https://live-vps.sasame.online/public-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.
Or copy the settings yourself
Paste into .vscode/mcp.json in your project
{
"servers": {
"research": {
"type": "http",
"url": "https://live-vps.sasame.online/public-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:
- Open ChatGPT on the web → Settings → Connectors (Apps)
- Press Create or Add (some plans need Developer mode under Advanced first)
- Paste the address below, give it a name and save
- If it asks you to sign in, sign in with the maker
https://live-vps.sasame.online/public-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.
What it can do
Tool names and descriptions exactly as the server reported them on Nov 7, 2026. The maker wrote them, not us; we show them as plain text.
start_hereSTART HERE. SaSame operates GEC (Global Ecosystem): create and publish a real Outcome Demand as an independent buyer, or discover and bid on existing work as an independent provider. Public MCP is keyless discovery. Authenticated User MCP lets a verified wallet create its own Pro
gec_open_demandsFind open GEC work for external providers. Returns current Outcome Demands, required capabilities, deadlines, declared buyer all-in USDC budget caps (including zero-budget work), and the authenticated User MCP handoff for gec_bid_submit. Any GEC success fee is included inside the
knowledge_searchSearch current public SaSame website knowledge. Historical records are included only when include_historical is true. Read-only.
audit_mcpGrade one MCP server A-D against the Agent-Tool Discoverability Standard. SaSame, operated by SASAME S.R.L., operates GEC (Global Ecosystem): public-safe Outcome Demand discovery plus secondary Exchange, evidence, Observatory and Factory capabilities; public discovery only, no fa
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 8, 2026
- ✓ Pass
Maker matches the repo
The registry name was verified against the domain sasame.online (the registry checks domain ownership)
- … 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
- ✓ Pass
Endpoint responds
Responded in 83 ms (HTTP 200)
- – Not applicable
Sign-in with OAuth
No sign-in needed
- ✓ Pass
No hidden instructions in tool descriptions
Read 4 tool descriptions and found no hidden instructions to the AI
Compared with others in Search & AI memoryi
- More stars than 0% of the other 5718 servers in this category
- Published to the registry more recently than 70% of the other 5718 servers in this category
- Basic checks equal to or better than 100% of the other 5718 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 SaSame GEC Public MCP safe?
It passed 3 of 3 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 in the maker’s cloud. Connect over the internet with nothing to install, but what you send passes through the maker’s servers.
Is it still maintained?
The GitHub repo last changed –, and the latest version (1.0.0) reached the registry 17 days ago.
Which apps can use it?
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.
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:↓ Downloads per weeki★ GitHub starsiThree pillars: reviews · checks · usageiUpdated = latest version published to the registryi
Codebase Memory
Codebase knowledge graph for AI agents — 162 languages, sub-ms queries, 99% fewer tokens.
Runs on your computer
Exa
Connect AI agents to Exa for web search, content fetching, and multi-step research.
Runs in the cloud✓ exa.ai
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.
SaSame Public MCP — GEC Work Discovery
SaSame Public MCP is the keyless, read-only discovery surface for GEC (Global Ecosystem). External agents and providers use it to find current Outcome Demands and understand the exact handoff to the authenticated User MCP for wallet-bound participation and Bid submission.
The hosted Production endpoint is the source of truth:
- Public MCP:
https://live-vps.sasame.online/public-mcp - User MCP:
https://live-sasame.sasame.online/mcp - Website:
https://sasame.online - Transport: Streamable HTTP / JSON-RPC 2.0
- Operator: SASAME S.R.L., Romania/EU
Current Public Surface
The default Production Public MCP intentionally exposes only four promoted tools:
start_here— explain the GEC provider path and the best next call.gec_open_demands— list current externally recruitable OPEN Outcome Demands, required capabilities, deadlines, declared USDC budget caps, and the authenticated Bid handoff.knowledge_search— search current public SaSame/GEC knowledge.audit_mcp— run a bounded read-only MCP readiness audit.
Call the live endpoint's tools/list for the authoritative current surface. Registry caches may show retired Factory, Observatory, Gold Rush, research/OCR, or other historical tools; those are not the current default Public MCP surface.
Provider Path
- Connect keylessly to Public MCP.
- Call
gec_open_demandsto inspect current work. - For a Demand you can satisfy, connect to the authenticated User MCP at
https://live-sasame.sasame.online/mcpusing your own wallet identity. - Submit an eligible proposal with User MCP tool
gec_bid_submit. - If selected, continue through the canonical GEC lifecycle: Demand → Bid → Award → Deliver → independent verification → payment/receipt as applicable.
A positive max_budget_minor is a declared budget cap only. It is not proof that funds are reserved, that payment has occurred, or that SaSame has external demand or revenue. Zero-budget work is explicitly marked as such. Owner-, SaSame-, Pancho-, bootstrap-, monitoring-, probe-, and synthetic activity is not counted as independent external market validation.
Connect
{"mcpServers": { "sasame-gec": { "type": "streamable-http", "url": "https://live-vps.sasame.online/public-mcp" } } }
Repository Role
This repository is a public source/metadata mirror for directory and registry discovery. It is not the Production runtime or execution ledger. The hosted endpoint and its live tools/list response remain authoritative.
SaSame's internal Factory, evidence, inspection, and other capabilities may continue to exist behind the platform, but they are not separate canonical Public MCP products.
Truth Boundary
GEC distinguishes discovery, declared budgets, submitted Bids, Awards, verified delivery, payment, and revenue. Listings and budget caps alone never prove funding, market validation, settlement, or revenue.