{"$schema":"https://wellknown.network/schemas/agent-record-v1.json","schemaVersion":"1","id":"ag_tqk2snnxkwnm","handle":"pangram-mcp","url":"https://wellknown.network/agents/pangram-mcp","links":{"self":"https://wellknown.network/agents/pangram-mcp/record.json","html":"https://wellknown.network/agents/pangram-mcp","markdown":"https://wellknown.network/agents/pangram-mcp/record.md","api":"https://wellknown.network/api/v1/agents/pangram-mcp","status":"https://wellknown.network/api/v1/agents/pangram-mcp/status","claim":"https://wellknown.network/agents/pangram-mcp/claim","claimApi":"https://wellknown.network/api/v1/claims","claimDescriptor":"https://wellknown.network/agents/pangram-mcp/claim.json","badge":"https://wellknown.network/agents/pangram-mcp/badge.svg","openapi":"https://wellknown.network/openapi.json","history":"https://wellknown.network/api/v1/agents/pangram-mcp/history","tools":"https://wellknown.network/api/v1/agents/pangram-mcp/tools"},"ard":{"identifier":"urn:air::server:pangram-mcp","type":"application/mcp-server-card+json"},"kind":"mcp_server","declared":{"name":"pangram-mcp","summary":"MCP server for Pangram Labs AI-generated-text detection","description":"# pangram-mcp\n\nAn [MCP](https://modelcontextprotocol.io) server for [Pangram Labs](https://pangram.com)\nAI-generated-text detection. Exposes a single `analyze` tool that classifies text as\nhuman-written, AI-generated, or AI-assisted — with an overall verdict, per-class\nfractions, and a per-segment breakdown.\n\nThe API key stays in the server's environment and is sent as the `x-api-key` header; it\nis never returned to the model or logged. Callers pass text and receive a classification\n— they never handle the credential.\n\n## Install / run\n\nRequires an API key from [Pangram Labs](https://pangram.com):\n\n```sh\nexport PANGRAM_API_KEY=\"your-key\"\nuvx pangram-mcp\n```\n\n### MCP client config\n\n```json\n{\n  \"mcpServers\": {\n    \"pangram\": {\n      \"command\": \"uvx\",\n      \"args\": [\"pangram-mcp\"],\n      \"env\": { \"PANGRAM_API_KEY\": \"your-key\" }\n    }\n  }\n}\n```\n\n## Configuration\n\n| Env var | Required | Default | Purpose |\n|---|---|---|---|\n| `PANGRAM_API_KEY` | yes | — | Pangram Labs API key. |\n| `PANGRAM_API_BASE` | no | `https://text.api.pangram.com/v3` | Endpoint override. |\n| `PANGRAM_TIMEOUT` | no | `60` | Request timeout (seconds). |\n\n## Tool: `analyze`\n\nDetect AI-generated text.\n\n| Parameter | Type | Description |\n|---|---|---|\n| `text` | string | Text to classify (required). |\n| `public_dashboard_link` | bool | Request a **public** shareable Pangram dashboard link (default `false`; only for non-sensitive text). |\n\n> The tool takes inline text only — not a file path. Reading files server-side would\n> let a caller exfiltrate any file the process can read, bypassing the harness's\n> permission-gated file tools. Read files with your own tools and pass the text.\n\nReturns structured output: `prediction`, `prediction_short`, `headline`,\n`fraction_ai` / `fraction_ai_assisted` / `fraction_human` (0.0–1.0),\n`num_ai_segments` / `num_ai_assisted_segments` / `num_human_segments`, a `windows`\narray (per-segment `label`, `ai_assistance_score`, `confidence`, indices), and an\noptional `dashboard…","publisher":{"name":"Consiliency","url":null},"homepage":"https://github.com/Consiliency/pangram-mcp","repository":"https://github.com/Consiliency/pangram-mcp","version":"0.1.4","license":"MIT","protocols":["mcp"],"tags":["ai-detection","llm","mcp","model-context-protocol","pangram"],"pricing":null,"endpoints":[{"url":"pypi:pangram-mcp","type":"package_pypi","auth":null,"probeable":false}],"skills":null,"tools":null,"extra":null,"attribution":{"kind":"pypi","name":"pypi","license":"pypi","repoUrl":"pypi","summary":"pypi","version":"pypi","description":"pypi","homepageUrl":"pypi","publisherName":"pypi"}},"derived":{"capabilities":[{"slug":"dev.filesystem","name":"Filesystem","confidence":0.802,"provenance":"derived"}],"categories":["dev"],"language":"en"},"observed":{"status":"unknown","statusReason":"Distributed as a package to run locally; no network endpoint to check.","lastOkAt":null,"lastProbedAt":null,"statusComputedAt":null,"reliability30d":null,"latestObservations":[],"tools":null,"package":{"name":"pangram-mcp","registry":"pypi","observedAt":"2026-11-03T21:28:23.051Z","publishedAt":"2026-08-07T15:56:59.980925Z","latestVersion":"0.1.4"},"toolSurface":null,"endpointFacts":[]},"verification":{"claimed":false,"claimedAt":null,"proofs":[]},"provenance":{"sources":[{"source":"pypi","key":"pangram-mcp","url":"https://pypi.org/project/pangram-mcp/","firstSeenAt":"2026-09-10T09:25:26.483Z","fetchedAt":"2026-11-03T21:27:18.415Z","normalizedAt":"2026-11-03T21:27:18.415Z"}]},"firstSeenAt":"2026-09-10T09:25:26.483Z","updatedAt":"2026-11-03T21:28:23.051Z"}