About ToolRank
ToolRank ranks a curated catalog of MCP servers and APIs against an agent's job description. It uses transparent lexical matching, with price and health signals rather than learned or sponsored placement.
Key features
- 01Lexical ranking by job description
- 02Budget-aware price-band matching
- 03Health checks for top results
- 04Tool details and recently updated listings
- 05stdio and Streamable HTTP MCP interfaces
Use cases
- 01Find candidate tools for an agent job
- 02Shortlist options within a budget
- 03Check tool details before installation
- 04Review recently updated catalog entries
MCP support
Exposes search_tools, get_tool, and list_fresh over stdio and Streamable HTTP. The MCP interface shares the API's authentication and quota limits.
Configuration
Remote servers need no local install. Pick your client, then copy the config or install in one click.
https://toolrank.onrender.com/mcpclaude mcp add --transport http brandonclark1996-design-toolrank https://toolrank.onrender.com/mcp{"mcpServers":{"brandonclark1996-design-toolrank":{"type":"http","url":"https://toolrank.onrender.com/mcp"}}}Open in Cursor{"servers":{"brandonclark1996-design-toolrank":{"type":"http","url":"https://toolrank.onrender.com/mcp"}}}Open in VS Code{"mcpServers":{"brandonclark1996-design-toolrank":{"type":"http","url":"https://toolrank.onrender.com/mcp"}}}{"mcpServers":{"brandonclark1996-design-toolrank":{"serverUrl":"https://toolrank.onrender.com/mcp"}}}Run commands in a terminal; paste JSON into the client’s MCP config and restart. Servers that need sign-in will prompt on first connect.
https://toolrank.onrender.com/mcpAuth requiredTools
3| Parameter | Type | Required | Description |
|---|---|---|---|
| job | string | Yes | What the agent needs to do |
| auth | string | No | |
| limit | number | No | |
| budget | enum | No | free | paid | any |
| runtime | string | No | e.g. mcp, api |
Details
From the project READMEToolRank (private MVP → public-ready deploy)
Ranked shortlist of MCP servers / APIs for agent jobs — health, price_band, and install snippet.
Live: https://toolrank.onrender.com — OpenAPI at /openapi.json, Streamable HTTP MCP at /mcp.
Private build for Brandon Clark / ToolRank. All Rights Reserved (see LICENSE). GitHub: brandonclark1996-design/toolrank.
Honesty: Ranking is lexical (token overlap), not learned or sponsored. Catalog is 36 curated tools. health is often unknown. Stripe is not wired. Custom domain is not purchased.
Stack
- Node 20, TypeScript
- Hono HTTP API
- Zod validation
- JSON catalog (
data/catalog.json, 36 curated public tools) - MCP stdio (
npm run mcp) and Streamable HTTP (POST /mcp) via@modelcontextprotocol/sdk - API-key auth + process-local soft quotas (
src/auth.ts) on/v1/*and/mcp
Quick start (local)
cd /workspace/toolrank
cp .env.example .env
# Edit .env — set TOOLRANK_API_KEYS if you want keyed access locally
export TOOLRANK_API_KEYS='trk_live_test:builder'
npm install
npm test
npm run build
npm start # listens on 0.0.0.0:$PORT (default 8787)
# or: npm run dev
Local curl with a test key
export TOOLRANK_API_KEYS='trk_live_test:builder'
npm start
curl -s http://127.0.0.1:8787/health | jq .
curl -s http://127.0.0.1:8787/v1/search \
-H 'content-type: application/json' \
-H 'Authorization: Bearer trk_live_test' \
-d '{"job":"scrape website to markdown for RAG","constraints":{"budget":"any"},"limit":5}' | jq .
# Or X-API-Key:
curl -s http://127.0.0.1:8787/v1/search \
-H 'content-type: application/json' \
-H 'X-API-Key: trk_live_test' \
-d '{"job":"web search for research","limit":3}' | jq .
Anonymous (no key) works until the free IP quota is hit (20 / rolling 24h).
Auth + limits
| Caller | How | Soft limit (process-local, rolling 24h) |
|---|---|---|
| Anonymous | No key | 20 req / IP to /v1/* and /mcp |
free key | Authorization: Bearer <key> or X-API-Key: <key> | 100 / key |
builder key | same headers | 2000 / key |
- Env:
TOOLRANK_API_KEYS= comma-separated keys, optionalkey:plan(free|builder). Example:trk_live_abc:builder,trk_live_xyz:free. Bare key →free. /healthand/openapi.jsonare always open (no auth / no quota).- Invalid key →
401{ error, schema_version, as_of } - Over quota →
429+Retry-After(seconds hint) - Authed
POST /v1/searchresponses includeplan(free|builder) - Quotas are in-memory / process-local — fine for single-instance MVP; they reset on restart and do not sync across replicas.
Setting keys on the host (Brandon)
Do not commit real keys. Set TOOLRANK_API_KEYS in the host environment:
- Render: Dashboard → your Web Service → Environment → add
TOOLRANK_API_KEYS=trk_live_….…:builder,…(usesync: false/ secret). Redeploy. - Railway: Service → Variables →
TOOLRANK_API_KEYS. - Docker / VPS:
-e TOOLRANK_API_KEYS='…'or systemd/env file outside git. - Local:
export TOOLRANK_API_KEYS='trk_live_test:builder'beforenpm start.
Also set HOST=0.0.0.0 (default in code) and let the platform inject PORT.
HTTP API
Base: https://toolrank.onrender.com (or http://127.0.0.1:8787 locally).
| Method | Path | Description |
|---|---|---|
| GET | /health | Liveness + catalog meta (open) |
| POST | /v1/search | Rank tools for a job (auth/quota) |
| GET | /v1/tools/:id | Tool detail (auth/quota) |
| GET | /v1/fresh?since= | Updated since ISO timestamp (auth/quota) |
| GET | /openapi.json | OpenAPI 3.1 (open) |
| ALL | /mcp | Streamable HTTP MCP (auth/quota; same tools as stdio) |
Search body
{
"job": "string (required)",
"constraints": {
"budget": "free | paid | any",
"auth": "optional hint",
"runtime": "mcp | api | …"
},
"limit": 10,
"check_health": false
}
Optional check_health: true probes top results (2s timeout). Failures stay unknown (no false down).
Deploy (no custom domain / no Stripe)
Docker
docker build -t toolrank .
docker run --rm -p 8787:8787 \
-e TOOLRANK_API_KEYS='trk_live_prod:builder' \
toolrank
Render
- Blueprint:
render.yaml(Docker web service, free plan friendly). - Live hostname:
https://toolrank.onrender.com(no custom domain required). - Set
TOOLRANK_API_KEYSin the dashboard.
Railway
railway.toml(Dockerfile) orProcfile(web: node dist/index.jsafter build).- Set
TOOLRANK_API_KEYSin Variables. Use Railway’s public HTTP domain.
Build step for native Node hosts: npm ci && npm run build then node dist/index.js.
MCP
Tools: search_tools, get_tool, list_fresh (shared handlers for stdio + HTTP).
Streamable HTTP (production)
https://toolrank.onrender.com/mcp
Same API-key / anonymous quota as /v1/*. Official MCP Registry manifest: server.json (io.github.brandonclark1996-design/toolrank). Do not run mcp-publisher from this box unless asked.
Cursor / Claude HTTP MCP config snippet:
{
"mcpServers": {
"toolrank": {
"url": "https://toolrank.onrender.com/mcp"
}
}
}
stdio (local)
npm run mcp
{
"mcpServers": {
"toolrank": {
"command": "npm",
"args": ["run", "mcp"],
"cwd": "/workspace/toolrank"
}
}
}
Ranking
- Tokenize
job(drop stopwords). - Score tag / name / description matches.
- Boost matching
price_bandunder budget constraints. - Boost
health: up; penalizehealth: down. - Tiny preference for
mcp/bothinterfaces.
Honest lexical ranking — no paid placement. 36 curated tools. Health often unknown. Stripe not wired.
Docs
docs/AGENT.md— agent-readable usage (auth headers + limits)docs/llms.txt— compact machine summaryserver.json— Official MCP Registry manifest (not published yet)scripts/README-ingest.md— stub for future registry.modelcontextprotocol.io ingest
Tests & build
npm test # vitest — ranking, envelope, auth middleware, /mcp
npm run build
TODO
- Implement registry ingest (
scripts/README-ingest.md) - Persist health probe results between restarts
- Stripe / paid upgrades (not started)
- Custom domain (not purchased / not wired)
- Shared Redis (or similar) quotas if multi-instance
- Publish
server.jsonwith mcp-publisher (not run from this change)
License
All Rights Reserved — Brandon Clark / ToolRank. See LICENSE.
Comments
New to MCP?
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