Spec Driven Development
MCP Server that facilitates spec-driven development workflows, not just Vibe Coding.
Description from the maker (original English)
Record agent judgments and their real outcomes on GRAFOMEM Cloud. Capture now, score later.
These three are never merged into one score: opinions, measurements and popularity are different things.
We have not written a plain-language summary for this one yet. Below are the facts we read from the registry.
Pick the AI app you use, then copy the settings.
GRAFOMEM_CGR_TENANT_KEY, GRAFOMEM_CGR_TENANT, GRAFOMEM_CGR_ROLE_KEYS_JSON, GRAFOMEM_CGR_ROLE_KEYS, GRAFOMEM_CGR_FORBIDDEN_TENANTS, GRAFOMEM_APIValues marked secret are keys to your account. Never share them or paste them into a chat.
You need
Which app do you use?
Pick your app above. We remember it, so next time the button says “Install in …”.
Open Claude Desktop → Settings → Developer → Edit Config, and paste this into claude_desktop_config.json
{
"mcpServers": {
"cgr-capture": {
"command": "uvx",
"args": [
"grafomem-cgr"
],
"env": {
"GRAFOMEM_CGR_TENANT_KEY": "your-value",
"GRAFOMEM_CGR_TENANT": "your-value",
"GRAFOMEM_CGR_ROLE_KEYS_JSON": "your-value",
"GRAFOMEM_CGR_ROLE_KEYS": "your-value",
"GRAFOMEM_CGR_FORBIDDEN_TENANTS": "your-value",
"GRAFOMEM_API": "your-value"
}
}
}
}Run this in your terminal
claude mcp add cgr-capture --env GRAFOMEM_CGR_TENANT_KEY=your-value --env GRAFOMEM_CGR_TENANT=your-value --env GRAFOMEM_CGR_ROLE_KEYS_JSON=your-value --env GRAFOMEM_CGR_ROLE_KEYS=your-value --env GRAFOMEM_CGR_FORBIDDEN_TENANTS=your-value --env GRAFOMEM_API=your-value -- uvx grafomem-cgrFill in the empty values before running it.
Paste into .cursor/mcp.json in your project, or ~/.cursor/mcp.json
{
"mcpServers": {
"cgr-capture": {
"command": "uvx",
"args": [
"grafomem-cgr"
],
"env": {
"GRAFOMEM_CGR_TENANT_KEY": "your-value",
"GRAFOMEM_CGR_TENANT": "your-value",
"GRAFOMEM_CGR_ROLE_KEYS_JSON": "your-value",
"GRAFOMEM_CGR_ROLE_KEYS": "your-value",
"GRAFOMEM_CGR_FORBIDDEN_TENANTS": "your-value",
"GRAFOMEM_API": "your-value"
}
}
}
}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": {
"cgr-capture": {
"type": "stdio",
"command": "uvx",
"args": [
"grafomem-cgr"
],
"env": {
"GRAFOMEM_CGR_TENANT_KEY": "your-value",
"GRAFOMEM_CGR_TENANT": "your-value",
"GRAFOMEM_CGR_ROLE_KEYS_JSON": "your-value",
"GRAFOMEM_CGR_ROLE_KEYS": "your-value",
"GRAFOMEM_CGR_FORBIDDEN_TENANTS": "your-value",
"GRAFOMEM_API": "your-value"
}
}
}
}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.
This one runs on your computer, and ChatGPT can only connect to servers on the internet. Pick another app.
Your choice stays on this device in a cookie; no account needed.
GRAFOMEM_CGR_ROLE_KEYS_JSON envGRAFOMEM_CGR_ROLE_KEYS envGRAFOMEM_CGR_FORBIDDEN_TENANTS envGRAFOMEM_API envThese settings are generated from the maker’s registry entry. If the README says otherwise, follow the README.
Runs on your computer; the tool list appears in your AI app after you install it.
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 7, 2026
The registry name was verified against the domain grafomem.com (the registry checks domain ownership)
We have not read this repo from GitHub yet
We have not read this repo from GitHub yet
This one runs on your computer; there is no internet endpoint
Runs on your computer and uses local settings instead
Runs on your computer; we can only read tool lists from internet endpoints
Compared with every active server in this category in the registry. Stars count only when the publisher owns the repo.
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.
You need to fill in: GRAFOMEM_CGR_TENANT_KEY, GRAFOMEM_CGR_TENANT
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).
The GitHub repo last changed –, and the latest version (0.1.0) reached the registry 2 months ago.
Apps that support MCP, such as Claude Desktop, Claude Code, Cursor and VS Code. You also need Python (uv) on your computer.
In the same category: Spec Driven Development, Remote Desktop Commander, Detailing Manager
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
MCP Server that facilitates spec-driven development workflows, not just Vibe Coding.
Remote Desktop Commander: use files, terminal and processes on your own computers from any AI app.
Connect your auto detailing studio's tasks, cars, clients and revenue to Claude or ChatGPT.
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.
An MCP server that lets a coding agent record its own judgments and how they turned out, against your GRAFOMEM Cloud tenant.
The model is capture now, score later. Every time your agent makes a call it could be wrong about — "this deploy is safe", "this scan is clean", "this review finding is real" — it records the judgment. Later, when reality settles, it records the outcome. The two are joined by a work_item_id you choose. What accumulates is an append-only, attributable record of judgments and their results.
This package is the capture half only. It writes to your tenant; it does not compute, serve, or display scores.
cgr.cosign.v1 verifier (optional extra)Beside the capture client, this package also ships a reference verifier for the cgr.cosign.v1 two-party co-signature envelope — grafomem_cgr.cosign_verify.verify(record, registry, ledger, trusted_issuers), implementing docs/cgr/cgr-cosign-v1-spec.md §8 (amended by decisions 0010 and 0011). trusted_issuers is required (§8.2a issuer pinning): a collection of issuer key ids with no default and no trust-everything path — omitting it or passing an empty set rejects, rather than trusting the record's self-declared issuer. It is the second, independent reference implementation (the first is @gns-foundation/cgr-verify, JS); both pass the same 28-vector conformance corpus at conformance/cgr-cosign-v1/ with zero verdict disagreements. Install its deps with the extra:
pip install grafomem-cgr[verify] # rfc8785 + cryptography
Capture does not depend on it; the extra is verifier-only.
domain. The domain you pass is stored durably per decision (see below), so it can be attributed later — but it is not scored separately yet.A GRAFOMEM Cloud account. The free tier is sufficient — expected volume is a handful of decisions per day. Note that governed decisions meter as real usage on your plan; the server prints your current usage on startup so this is never a surprise.
One command, plus environment variables — no repo checkout, no launcher script.
Claude Code:
claude mcp add grafomem-cgr --scope user \
--env GRAFOMEM_CGR_TENANT_KEY=sk_your_api_key \ --env GRAFOMEM_CGR_TENANT=your_tenant_id \ --env GRAFOMEM_CGR_ROLE_KEYS_JSON='{"cc-builder@acme":"<64-hex public key>"}' \ -- uvx grafomem-cgr
Or any MCP client that reads a JSON config:
{
"mcpServers": { "grafomem-cgr": { "command": "uvx", "args": ["grafomem-cgr"], "env": { "GRAFOMEM_CGR_TENANT_KEY": "sk_your_api_key", "GRAFOMEM_CGR_TENANT": "your_tenant_id", "GRAFOMEM_CGR_ROLE_KEYS_JSON": "{\"cc-builder@acme\":\"<64-hex public key>\"}" } } } }
| Variable | Required | Meaning |
|---|---|---|
GRAFOMEM_CGR_TENANT_KEY | yes | Your tenant's X-API-Key. Needs decisions:read for the durability guard. |
GRAFOMEM_CGR_TENANT | yes | The tenant id you expect that key to resolve to. If the key resolves anywhere else, every write is refused. |
GRAFOMEM_CGR_ROLE_KEYS_JSON | one of | Role handles → public agent_key, inline as JSON. |
GRAFOMEM_CGR_ROLE_KEYS | these two | Same mapping, as a path to a JSON file. |
GRAFOMEM_CGR_FORBIDDEN_TENANTS | no | Comma-separated tenant ids to always refuse, even if pinned by mistake. Put your production tenant here. |
GRAFOMEM_API | no | Base URL. Defaults to https://api.grafomem.com. |
A role handle (cc-builder@acme) is the identity a judgment is attributed to. Its agent_key is a stable Ed25519 public key, 64 hex characters — the subject the record binds to. Generate one per role:
openssl genpkey -algorithm Ed25519 -out cc-builder.pem
openssl pkey -in cc-builder.pem -pubout -outform DER | tail -c 32 | xxd -p -c 64
Keep the private half. This version does not use it — it binds to the public key only — but per-decision proof-of-possession is planned hardening, and holding the private key is what will let you prove the identity is yours.
`cgr_record_decision` — record a judgment.
| arg | |||
|---|---|---|---|
work_item_id | stable join key you choose (PR number, task id, run id) | ||
agent_handle | one of your configured role handles | ||
domain | deploy-verification \ | security-scan \ | adversarial-review |
decision | certify \ | reject | |
verifiability_tag | judgment (default) \ | rule | |
reason_code, reason_text | optional | ||
agent_confidence | optional, accepted but not yet persisted — see below |
agent_confidence is accepted by the tool schema for forward compatibility but is not currently written to the decision record. Don't rely on it being stored.
Only judgment + certify moves a score. A rule decision is deterministic and carries no reputational weight — tag honestly.
`cgr_record_outcome` — record how it turned out.
| arg | |
|---|---|
work_item_id | the same join key used at decision time |
result | a result label, e.g. deploy_succeeded, ci_failed, vuln_found, review_confirmed |
source | optional provenance string |
An unrecognised `result` is a deliberate no-op. The decision stays pending rather than being resolved on a guess — falsely resolving a decision corrupts the record permanently. Mapped labels are: deploy_succeeded, deploy_healthy, ci_passed, migration_applied, merge_landed, pr_merged, scan_clean, no_vuln_confirmed, review_confirmed, finding_correct, bug_confirmed (success); deploy_failed, deploy_rolled_back, migration_failed, ci_failed, merge_reverted, vuln_found, secret_found, review_refuted, finding_wrong, bug_not_real (failure).
GRAFOMEM_CGR_FORBIDDEN_TENANTS refuses named tenants outright.domain is sent as a dedicated field and stored server-side, per decision, in the never-encrypted CGR-readable decision parameters as cgr_domain — in the signed decision record, not in a client-side log. selftest includes a durability guard that re-reads the decision it just wrote and aborts loudly if cgr_domain did not round-trip, rather than silently recording a domainless decision.grafomem-cgr # run the stdio MCP server (the default)
grafomem-cgr setup # register your role identities on the tenant (idempotent) grafomem-cgr selftest --handle cc-builder@acme --domain deploy-verification
selftest closes the loop once — decision → durability guard → outcome → score read — and prints the movement and the meter. Run it before wiring the server into a session.
MIT licensed.