ModelSpec
概览
作者提供的说明(英文原文)
Find AI models that fit a job from your requirements, sourced benchmarks and real cost.
它能帮你做什么
我们还没有为它写通俗的介绍。下面是我们从注册中心读取到的事实。
- 连接方式: 在云端运行
- 传输方式: Streamable HTTP
- 分类: 搜索与 AI 记忆
- 你需要填写:Authorization
安装
选择你使用的 AI 应用,然后复制设置。
通过 4/4 项检查 · 你的提问会经过开发者的服务器(api.modelspec.dev)
第一步:你用哪个 AI?
选择你用的应用,步骤会显示在下方。
可连接 Claude · 约 5 分钟
需要 ModelSpec 的密钥(在开发者网站注册,可能收费) · 在 claude.ai 或桌面应用设置一次,即可在聊天中使用 · 免费账户可添加 1 个
打开 Claude 的 Connectors 页面
CustomizeConnectors
点击“+ Add” → “Add custom connector”,填写这 2 项
把这里的内容复制到 Claude 中同名的输入框,然后点击 Continue
Name · 名称ModelSpecRemote MCP server URL · 地址https://api.modelspec.dev/mcp在 Request headers 下添加这个名称和值
Header 名称Authorization值Bearer <在这里粘贴你的密钥>只把密钥粘贴到应用的输入框里,不要粘贴到聊天中或发给任何人
Authentication 保持 Claude 检测到的设置,然后点击 Add
在聊天中开启
+ConnectorsModelSpec
试一试
用 ModelSpec 告诉我你能帮我做什么,然后做一件给我看✓ 如果 Claude 说正在使用 ModelSpec,或回答中出现 ModelSpec 的工具名称,就表示连接成功
菜单名称已于 2026年11月11日 对照 Anthropic 帮助页面核实 · 你的界面可能因版本略有不同
ChatGPT 暂时无法连接 ModelSpec
ModelSpec 连接时需要你自己的密钥,但 OpenAI 帮助页面只说明了 OAuth 登录,没有我们能核实的填密钥方式
你可以改用这些方式
A · 使用能连接 ModelSpec 的应用
- 需要 ModelSpec 的密钥(在开发者网站注册,可能收费) · 在 claude.ai 或桌面应用设置一次,即可在聊天中使用 · 免费账户可添加 1 个
- 需要 ModelSpec 的密钥(在开发者网站注册,可能收费)
- 需要 ModelSpec 的密钥(在开发者网站注册,可能收费)
- 需要 ModelSpec 的密钥(在开发者网站注册,可能收费)
B · 搜索与 AI 记忆 类中能连接 ChatGPT 的其他服务器
从同类中使用较多的里挑选,仅限用地址即可连接、无需密钥的
- AIHOT✓ ChatGPT
- Sui Knowledge Base (kapa.ai)✓ ChatGPT
- Exa✓ ChatGPT
可连接 Claude Code · 约 5 分钟
需要 ModelSpec 的密钥(在开发者网站注册,可能收费)
打开终端
Mac:按 Command+空格,输入 Terminal · Windows:打开 PowerShell
粘贴这条命令并按 Enter
claude mcp add --transport http modelspec https://api.modelspec.dev/mcp --header 'Authorization: Bearer {api_key}'按 Enter 前,把“your-value”改成你的密钥
只把密钥粘贴到应用的输入框里,不要粘贴到聊天中或发给任何人
在 Claude Code 中输入 /mcp
应能看到 ModelSpec 在列表中并显示已连接
试一试
用 ModelSpec 告诉我你能帮我做什么,然后做一件给我看✓ 如果 Claude Code 说正在使用 ModelSpec,或回答中出现 ModelSpec 的工具名称,就表示连接成功
菜单名称已于 2026年11月11日 对照 Anthropic 帮助页面核实 · 你的界面可能因版本略有不同
可连接 Cursor · 约 5 分钟
需要 ModelSpec 的密钥(在开发者网站注册,可能收费)
填写你的密钥
在 ModelSpec 的设置中,Authorization 还是空的,填入你的密钥并保存
只把密钥粘贴到应用的输入框里,不要粘贴到聊天中或发给任何人
在 Cursor 中以 Agent 模式打开 AI 聊天
试一试
用 ModelSpec 告诉我你能帮我做什么,然后做一件给我看✓ 如果 Cursor 说正在使用 ModelSpec,或回答中出现 ModelSpec 的工具名称,就表示连接成功
菜单名称已于 2026年11月11日 对照 Cursor 帮助页面核实 · 你的界面可能因版本略有不同
可连接 VS Code · 约 5 分钟
需要 ModelSpec 的密钥(在开发者网站注册,可能收费)
填写你的密钥
在 ModelSpec 的设置中,Authorization 还是空的,填入你的密钥并保存
只把密钥粘贴到应用的输入框里,不要粘贴到聊天中或发给任何人
在 VS Code 中以 Agent 模式打开 AI 聊天
试一试
用 ModelSpec 告诉我你能帮我做什么,然后做一件给我看✓ 如果 VS Code 说正在使用 ModelSpec,或回答中出现 ModelSpec 的工具名称,就表示连接成功
菜单名称已于 2026年11月11日 对照 VS Code 帮助页面核实 · 你的界面可能因版本略有不同
开发者专用:终端命令和 JSON 设置
通过网页连接
Claude Code
claude mcp add --transport http modelspec https://api.modelspec.dev/mcp --header 'Authorization: Bearer {api_key}'Cursor (~/.cursor/mcp.json)
{
"mcpServers": {
"modelspec": {
"url": "https://api.modelspec.dev/mcp",
"headers": {
"Authorization": "Bearer {api_key}"
}
}
}
}VS Code (mcp.json)
{
"servers": {
"modelspec": {
"type": "http",
"url": "https://api.modelspec.dev/mcp",
"headers": {
"Authorization": "Bearer {api_key}"
}
}
}
}需要你填写的值
Authorization机密 必填 HTTP headerRequired ModelSpec bearer API key. Get a key at https://modelspec.dev/pricing/.
这些设置是根据作者在注册中心的条目生成的。如果 README 的写法不同,请以 README 为准。
一览
哪些应用可以使用它
依据这个服务器的连接方式和各应用自己的文档,检查于 2026年11月10日。
通过互联网连接,适用于
ClaudeGooseLM StudioMsty StudioCherry StudioCursorVS Code + GitHub CopilotVisual StudioWindsurf (Devin Desktop)ZedKiroClineContinueJetBrains AI AssistantClaude CodeCodex CLIGemini CLIOpenCodenodecodeWarpLibreChatOpen WebUIRaycast
它能做什么
工具名称和描述与服务器在 2026年11月11日 报告的完全一致。这些内容由作者撰写,不是我们写的;我们以纯文本形式显示。
rankLegacy v1; use decide. Deprecated fixed-benchmark ranking; scores lag the catalogue and newer models may be unranked. Which models lead a fixed use-case profile? Returns a shortlist with evidence_basis and input provenance, not a quality verdict. Needs an API key (Authorization:
model_infoWhat does one model's card say? Reads https://modelspec.dev/api/models/ .json. Split mode returns only its display name. Needs an API key. Not current evidence or a ranking; use decide.
list_use_casesWhich legacy profiles and ranking rules exist? Returns https://modelspec.dev/api/rank/profiles.json with evidence floors and the neutrality commitment. Needs an API key. Use decide for decisions.
policy_checkWhich models and platforms does my policy allow? Returns pass, fail or undetermined per model/platform for licence, origin and data handling; undetermined is not a pass. Needs an API key (Authorization: Bearer). Costs 5 credits a call; $0.0053–$0.02 per credit by plan or pack (ht
decideWhich models fit this job? Call decide early. Returns answer, ranked results, may_qualify, reading and recovery hints, decision_id and snapshot. Never add a gate or constraint the user didn't state. Relax only constraints the user stated, one at a time, and say what was relaxed a
compare_modelsWhat facts do 2 to 4 named models have? Returns sourced snapshot facts, offerings and evidence in caller order; unknowns stay null. Needs an API key (Authorization: Bearer). Costs 2 credits a call; $0.0053–$0.02 per credit by plan or pack (https://modelspec.dev/pricing/). It does
hardware_fitDoes this workload fit? Returns measured for an exact cited run, estimated with sources, or undetermined. Uses basis full with sourced headroom, or basis lower_bound for unlikely only. Missing headroom cannot establish likely. Estimates never prove fit. Memory is decimal GB per d
vocabWhat can a Spec say? Returns ids and task types. Needs an API key. One vocabulary lookup per unknown facet, then decide. Use decide to compare models. Starter includes a minimal Spec. Compact pages: at most 20 rows, no counts; empty pages end results. Search ranks all tokens befo
feedbackWas an answer reliable? Returns recorded/not_recorded for a rating after acting; include decision_id. Free, no key, and no Authorization header is forwarded. No prompts, keys or personal details in note; no questions or support. Storage stays off until covered by the privacy stat
基础检查i
我们检查的是任何人都能看到的信息;我们没有阅读代码。不适用的检查项不计入总数。 · 检查于 2026年11月11日
- ✓ 通过
作者与仓库一致
注册名称已通过 GitHub 账户 turbobeest 验证,该账户拥有此仓库
- ✓ 通过
仍在维护
代码最后更新于昨天
- … 尚未检查
有许可证
我们还没有从 GitHub 读取这个仓库
- ✓ 通过
端点有响应
在 68 毫秒内响应(HTTP 200)
- – 不适用
使用 OAuth 登录
无需登录
- ✓ 通过
工具描述中没有隐藏指令
已读取 9 个工具描述,未发现针对 AI 的隐藏指令
讨论
提问、分享技巧或报告无法使用。按“有帮助”数量排序。
用户评价
还没有评价
与“搜索与 AI 记忆”中的其他服务器比较i
- 星标数多于此分类中其他 5887 个服务器的 81%
- 发布到注册中心的时间比此分类中其他 5887 个服务器的 59% 更新
- 基础检查结果等于或优于此分类中其他 5887 个服务器的 100%
与注册中心里这个分类中所有活跃的服务器比较。只有当发布者拥有该仓库时,星标数才计入。
常见问题
ModelSpec 安全吗?
它在 4 项适用的基础检查中通过了 4 项。我们没有阅读代码。在添加密钥或令牌之前,请先看看这个服务器要求哪些权限,并使用只具备所需权限的密钥。
它需要哪些密钥或代码?
你需要填写:Authorization
它在我的电脑上运行还是在云端?
它在作者的云端运行。通过互联网连接,无需安装,但你发送的内容会经过作者的服务器。
它还在维护吗?
GitHub 仓库最后更新于昨天,最新版本(b8da9336f3c5a0b56d47987251a29006a5b0487b)于27天前进入注册中心。
哪些应用可以使用它?
支持 MCP 的应用,例如 Claude Desktop、Claude Code、Cursor 和 VS Code。它通过 URL 连接,因此也能用于支持远程 MCP 的应用,例如 ChatGPT Business 及以上方案。
有什么可以替代它?
同一分类中有:Ruflo, Context7, Metabase
替代选择
同一分类中其他作者的服务器,按星标数排序。
如何看卡片:↓ 每周下载量i★ GitHub 星标i三大支柱:评价 · 检查 · 使用情况i更新 = 最新版本发布到注册中心的时间i
作者的 README
打开 README
按原文从作者的仓库复制。PopNx MCP 没有审查或背书其内容。HTML、图片和脚本已被移除。链接会离开本站。
ModelSpec remote MCP server
Read-only MCP tools over the ModelSpec catalogue. Data tools require an API key. The site stays on Cloudflare Pages; this Worker only answers https://api.modelspec.dev/mcp and its public server card at https://api.modelspec.dev/.well-known/mcp/server-card.json.
Official registry listing
The root server.json describes the keyed remote server using the official registry's 2025-12-11 schema. Its checked-in version records the deployment observed when the listing was added. The schema is vendored unchanged in tests/fixtures/mcp_registry/ so validation runs offline.
After review, merge, and a successful MCP deployment, an operator can dispatch Publish MCP registry listing on main. It verifies that the live Worker's serverInfo.version matches the selected commit and writes that version to a temporary manifest. A deployment mismatch fails before authentication or publication. The workflow uses checksum-pinned mcp-publisher v1.8.1 and GitHub OIDC. It has no push trigger and needs no registry secret.
Registry metadata declares a required, secret Authorization: Bearer key. Keys come from pricing and keys.
Sources: registry schema, official publishing workflow, and publisher v1.8.1.
Smithery listing
After review, merge, and a successful MCP deployment, publish the remote URL with the required API-key configuration below. Replace YOUR_SMITHERY_NAMESPACE with the namespace owned by the publishing account:
smithery mcp publish "https://api.modelspec.dev/mcp" \
-n @YOUR_SMITHERY_NAMESPACE/modelspec \ --config-schema '{"type":"object","properties":{"apiKey":{"type":"string","title":"ModelSpec API key","description":"Create one at https://modelspec.dev/pricing/","x-from":{"header":"x-api-key"},"x-to":{"header":"x-api-key"}}},"required":["apiKey"]}'
Smithery collects each user's ModelSpec key and forwards it as the raw x-api-key header value. The MCP Worker converts it to Authorization: Bearer for API calls. This alias applies only to MCP; direct /v1/* API calls still accept only Bearer authentication.
The public server card requires no key. Its serverInfo matches initialize, including the deployed commit as its version. It declares authentication: {"required": true, "schemes": ["bearer"]} and generates its tools from the same registrations as tools/list. The card uses Cache-Control: public, max-age=300.
Sources: Smithery publishing and configuration transport.
SDK and transport
| Choice | What |
|---|---|
| Handler | createMcpHandler from agents/mcp/server |
| Server | McpServer from @modelcontextprotocol/server 2.0 |
| Transport | Streamable HTTP (POST /mcp) |
| State | Stateless. No Durable Object. |
McpAgent is deprecated and feature-frozen; it exists for sessionful servers that need Durable Object state. These tools are proxies: each call hits the public rank API, policy-check API, or the static JSON export and returns that body plus the origin URL. There is nothing to persist.
Read (2026-09-18):
- https://developers.cloudflare.com/agents/model-context-protocol/apis/handler-api/
- https://developers.cloudflare.com/agents/model-context-protocol/guides/remote-mcp-server/
- https://developers.cloudflare.com/agents/model-context-protocol/apis/agent-api/
Route
Workers routes api.modelspec.dev/mcp* and api.modelspec.dev/.well-known/mcp/server-card.json on zone modelspec.dev belong to this Worker. The rank Worker already owns api.modelspec.dev/*; the more specific patterns win. The card route is exact, so discovery clients must use its URL without a query string. Other API routes keep their existing Worker. The CI token can edit Workers routes and cannot create DNS, so there is no new hostname.
Tools
Successful calls pass through the origin. Null on a card means not researched.
| Tool | Origin |
|---|---|
rank | POST https://api.modelspec.dev/v1/rank |
model_info | GET https://modelspec.dev/api/models/ .json |
list_use_cases | GET https://modelspec.dev/api/rank/profiles.json |
policy_check | POST https://api.modelspec.dev/v1/policy-check |
decide | POST https://api.modelspec.dev/v1/decide |
compare_models | POST https://api.modelspec.dev/v1/compare-models |
hardware_fit | POST https://api.modelspec.dev/v1/hardware-fit |
vocab | GET https://modelspec.dev/api/decision/vocabulary.json |
feedback | POST https://api.modelspec.dev/v1/feedback (no key; client is always mcp; the caller's address is forwarded only for the rate limit) |
rank, policy_check, decide, compare_models, and hardware_fit use the RANK service binding because a same-zone Worker fetch to the public API hostname reaches the zone origin and returns 522. All five forward the key as Authorization: Bearer . The API validates presented keys and returns its auth/payment errors unchanged.
MCP accepts either Authorization: Bearer or x-api-key: . If both headers are present, their keys must agree; conflicting credentials return HTTP 400 with a JSON-RPC error. Keys never appear in logs or error messages.
All data tools require a ModelSpec key, including when MCP_REQUIRE_API_KEY="false". Missing or malformed credentials return a 401 missing_api_key refusal before any origin call. This includes rank, policy_check, decide, compare_models, hardware_fit, vocab, model_info and list_use_cases. initialize and tools/list remain public. Feedback stays keyless and carries no model data. Use an existing key, or see pricing for availability.
decide accepts the decision spec defined by docs/decision-contract.md. Its MCP input schema comes from the generated docs/decision-contract.schema.json, so the API and MCP contracts cannot drift. Read vocab first for valid facet ids. Use where for Musts that exclude and optimize.weights for Prefers that rank without excluding. Unknown capability values appear in may_qualify. Pin snapshot to reproduce a decision.
compare_models accepts only {models: ["lab/a", "lab/b"]}, with 2 to 4 distinct catalogue ids. It returns the current snapshot's sourced facts, offerings and evidence in caller order. It does not rank or choose a winner. Unknown values stay null, and omitted counts removed records. The entire MCP text stays within 16 KB. An oversized origin response becomes a compact response_too_large tool error and returns no comparison data. This named model comparison does not change the snapshot comparison at /v1/compare.
hardware_fit accepts model, sku, device_count, memory, runtime, quantisation, batch and context. Memory is an optional override in decimal GB per device. Omitted or null inputs reach the API and return undetermined when they prevent assessment. Unknown SKU or quantisation identifiers also reach the API. The tool preserves the endpoint's complete answer and citations. A measured answer cites the exact run. An estimated answer gives estimated_fit: likely|unlikely, a memory margin, the formula, inputs and assumptions. An estimate never proves fit or contains fits: true.
Client config
Run modelspec setup mcp --client claude-code or modelspec setup mcp --client claude-desktop for the client's native snippet. Claude Code:
{
"mcpServers": { "modelspec": { "type": "http", "url": "https://api.modelspec.dev/mcp", "headers": { "Authorization": "Bearer " } } } }
Claude Desktop uses the mcp-remote stdio bridge and requires Node.js/npx:
{
"mcpServers": { "modelspec": { "command": "npx", "args": ["-y", "mcp-remote", "https://api.modelspec.dev/mcp", "--header", "Authorization:${MODELSPEC_AUTH_HEADER}"], "env": {"MODELSPEC_AUTH_HEADER": "Bearer "} } } }
macOS GUI apps do not inherit your shell environment. Explicitly replace the placeholder in the env block with your key, retaining Bearer ; that stores the key in this config. The CLI's setup command writes the placeholder and never copies a saved or environment key into the config. The env block and header form follow the mcp-remote documentation.
Local
npm install
npm test npm run typecheck npx wrangler@4.134.0 dev --local --var BUILD_COMMIT:dev
Deploy is .github/workflows/mcp.yml on push to main only. Do not deploy from a laptop.