{
  "meta": {
    "attribution": "Anchor Terminal (https://www.anchorterminal.com)",
    "attributionRequired": true,
    "credit": "CC BY 4.0, credit Anchor Terminal and link the page or API address you took it from (https://www.anchorterminal.com/terms/#data)",
    "docs": "https://www.anchorterminal.com/docs/",
    "generatedAt": "2026-11-07",
    "license": "CC-BY-4.0",
    "method": "https://www.anchorterminal.com/benchmark/",
    "methodology": "0.7",
    "openapi": "https://www.anchorterminal.com/openapi.json",
    "preview": false,
    "run": "2026-10-01",
    "runLabel": "October 2026 research run",
    "terms": "https://www.anchorterminal.com/terms/#data"
  },
  "tool": {
    "slug": "framelink-figma-mcp",
    "name": "Framelink MCP for Figma",
    "vendor": "Framelink (Graham Lipsman)",
    "vendorUrl": "https://www.framelink.ai",
    "kind": "mcp",
    "category": "design",
    "summary": "Framelink MCP for Figma is an open-source MCP server, run locally with npx, that reads Figma files through the Figma REST API and returns simplified layout and style data and image assets to coding agents.",
    "url": "https://www.anchorterminal.com/tools/framelink-figma-mcp",
    "markdownUrl": "https://www.anchorterminal.com/tools/framelink-figma-mcp.md",
    "slimMarkdownUrl": "https://www.anchorterminal.com/tools/framelink-figma-mcp.min.md",
    "jsonUrl": "https://www.anchorterminal.com/api/v1/tools/framelink-figma-mcp.json",
    "dns": "framelink-figma-mcp.grade.anchorterminal.com",
    "repo": "https://github.com/GLips/Figma-Context-MCP",
    "license": "MIT",
    "transports": [
      "stdio",
      "streamable-http"
    ],
    "packages": [
      {
        "registry": "npm",
        "name": "figma-developer-mcp"
      }
    ],
    "auth": "pat",
    "authNotes": "Needs the user's own Figma credential. A Figma personal access token (`FIGMA_API_KEY` or `--figma-api-key`, sent as `X-Figma-Token`) where `file_content:read` is the one scope the server strictly needs, or a Figma OAuth access token the user already holds (`FIGMA_OAUTH_TOKEN`), which the server neither obtains nor refreshes. In HTTP mode each request can carry its own token in `X-Figma-Token` or `Authorization: Bearer`. The local HTTP server has no authentication of its own and binds 127.0.0.1 by default.",
    "pricing": "free",
    "pricingNotes": "Free and MIT-licensed, run on your own machine. Calls go to the Figma REST API under the user's Figma plan and its rate limits. The site advertises a coming team product only as early access, with no price.",
    "priceSummary": "Free · OSS",
    "where": "local",
    "x402": {
      "level": "no",
      "evidence": "A free local server with nothing to buy. No x402, MPP or L402 in the repository or the docs (checked 2026-11-06).",
      "endpoints": []
    },
    "toolCount": 2,
    "popularity": {
      "githubStars": 16173,
      "npmWeekly": 162432,
      "pypiWeekly": null,
      "asOf": "2026-11-06"
    },
    "docsUrl": "https://docs.framelink.ai",
    "llmsTxt": "https://docs.framelink.ai/llms.txt",
    "registryName": "io.github.GLips/Figma-Context-MCP",
    "capabilities": [
      "design.files",
      "design.code",
      "design.components"
    ],
    "tags": [
      "open-source",
      "local",
      "mcp",
      "stdio",
      "mcp-registry",
      "llms-txt",
      "typescript",
      "community",
      "free",
      "telemetry"
    ],
    "lastRelease": "2026-06-18",
    "graded": true,
    "anchor": {
      "graded": true,
      "score": 66.1,
      "grade": "B",
      "agentReady": false,
      "rank": 386,
      "ranked": true,
      "rankOf": 1486,
      "categoryRank": 2,
      "methodology": "0.7",
      "run": "2026-10-01",
      "scores": {
        "ergonomics": 83,
        "maintenance": 41,
        "payments": 60,
        "reliability": 68,
        "schema": 87,
        "security": 55,
        "transparency": 47
      },
      "pending": [
        "performance",
        "tasks"
      ],
      "breakdown": [
        {
          "key": "reliability",
          "name": "Reliability",
          "weight": 16,
          "effectiveWeight": 20,
          "score": 68,
          "points": 13.6,
          "reason": "Read with the local-software lines, because the server runs on the user's machine and calls the Figma REST API. Installs from the official npm package figma-developer-mcp, with Node 20.20 or later stated in package.json (20). A CI workflow runs prettier, eslint, a type check and the vitest suite, but only on pull requests, and the five newest runs (outside pull requests from 22 August to 2 October) all failed, so passing on the default branch couldn't be confirmed (15). Eight open issues, the oldest open one a 429 rate-limit thread from November 2025 with 30 comments, and nothing open that reports a crash in the current release (18). Release-please changelog with semver tags and breaking defaults called out, such as the switch to `tree` output in 0.13.0 (15). Version 0.13.2, below 1.0 and not declared stable (0). 20 + 15 + 18 + 15 + 0 = 68.",
          "checked": "2026-11-06"
        },
        {
          "key": "performance",
          "name": "Performance",
          "weight": 10,
          "effectiveWeight": 0,
          "pending": true,
          "points": 0,
          "reason": "Pending. Latency is measured per call by our probes, which haven't run yet, so this run doesn't score it. Its weight is shared across the assessed categories until the first probe window closes."
        },
        {
          "key": "schema",
          "name": "Schema \u0026 documentation",
          "weight": 13,
          "effectiveWeight": 16.25,
          "score": 87,
          "points": 14.14,
          "reason": "Both tools have typed zod input schemas in src/mcp/tools, with regex checks on fileKey, nodeId and fileName (25). docs.framelink.ai serves llms.txt and a Markdown copy of each page (10). The tool reference explains what each tool returns and how the two chain through `imageDownloadArguments`, and the `depth` parameter says not to use it unless the user asks. The `get_figma_data` description itself is one line and says nothing about when not to call it (14 of 20). Required fields and patterns are typed, and `fileName` must end in .png, .svg or .gif, with no enum for output format at call time (13 of 15). Config and request examples in the docs, a documented `Error fetching file:` prefix and purpose-built 403 and 429 messages, but no list of error cases (10 of 15). Semver releases and a public changelog (15). 25 + 10 + 14 + 13 + 10 + 15 = 87.",
          "checked": "2026-11-06"
        },
        {
          "key": "ergonomics",
          "name": "Agent ergonomics",
          "weight": 13,
          "effectiveWeight": 16.25,
          "score": 83,
          "points": 13.49,
          "reason": "Two compact tools (25). Output is sized by `nodeId` and `depth`, and the default `tree` format drops default values and auto-generated layer names and deduplicates repeated styles and subtrees. No pagination, which a single-file read rarely needs (16 of 20). Errors are written for a model to recover from, with Figma's 403 body surfaced and guidance for wrong node IDs from prototype, branch and FigJam links, per the 0.12.0 changelog (16 of 20). `get_figma_data` carries readOnlyHint and `download_figma_images` openWorldHint, with no destructiveHint on the tool that writes files and no note on overwriting (14 of 20). Only `fileKey` is required and one npx line starts it, but there is no SDK, which a two-tool local server doesn't need (12 of 15). 25 + 16 + 16 + 14 + 12 = 83.",
          "checked": "2026-11-06"
        },
        {
          "key": "security",
          "name": "Security \u0026 auth",
          "weight": 14,
          "effectiveWeight": 17.5,
          "score": 55,
          "points": 9.63,
          "reason": "The credential is the user's own Figma token. Figma personal access tokens are scoped and revocable, and the docs say `file_content:read` is the one scope the server needs. OAuth tokens are accepted but not refreshed, and the token is passed in the client config's args or env, not a URL (25 of 30). The server only reads Figma. Its one write is image files, confined to `--image-dir`, and `--skip-image-downloads` removes that tool; the local HTTP mode has no authentication of its own and binds 127.0.0.1 by default (16 of 20). Layer names and text written by collaborators reach the model as they are, and no prompt-injection guidance was found (3 of 15). Logs go to the local console only, with no per-call audit record (3 of 15). SECURITY.md asks for private reports through GitHub security advisories with a 48-hour acknowledgement. No security.txt, bug bounty or certification (8 of 20). 25 + 16 + 3 + 3 + 8 = 55.",
          "checked": "2026-11-06"
        },
        {
          "key": "payments",
          "name": "Payments \u0026 pricing",
          "weight": 10,
          "effectiveWeight": 12.5,
          "score": 60,
          "points": 7.5,
          "reason": "By the self-hosted rule. A free MIT package with nothing to buy (20 + 20 + 20), and no payment protocol (0). Figma API use falls under the user's own Figma plan. 60.",
          "checked": "2026-11-06"
        },
        {
          "key": "tasks",
          "name": "Task success",
          "weight": 10,
          "effectiveWeight": 0,
          "pending": true,
          "points": 0,
          "reason": "Pending. Task success needs the category task suites run through each tool, which haven't run yet, so this run doesn't score it. Its weight is shared across the assessed categories until then. A data provider's data-quality score is published on its listing now and becomes half of this category when it's scored."
        },
        {
          "key": "maintenance",
          "name": "Maintenance \u0026 community",
          "weight": 7,
          "effectiveWeight": 8.75,
          "score": 41,
          "points": 3.59,
          "reason": "Last release 0.13.2 on 18 June 2026, 141 days before this check (10). No release in the 90 days since 8 August (0). The maintainer merged his own pull requests through June and closed four outside pull requests between July and September, but the three open issues filed since May have no reply and seven outside pull requests from July to October are open without one (8 of 25). In the official MCP registry under the GitHub-verified namespace io.github.GLips, with 0.13.2 as the latest entry (15). CI and tests exist, and the MCP SDK is pinned at 1.29.0 with current dependencies (8 of 10). 10 + 0 + 8 + 15 + 8 = 41.",
          "checked": "2026-11-06"
        },
        {
          "key": "transparency",
          "name": "Transparency \u0026 trust",
          "weight": 7,
          "effectiveWeight": 8.75,
          "score": 47,
          "points": 4.11,
          "note": "editorial 57, provenance 37",
          "reason": "MIT licence in the repository and on npm (30). No privacy policy or terms on framelink.ai or the docs. Design data goes from Figma to the local model client, and the docs describe what telemetry sends, but there is no data statement to agree with (8 of 30). No deprecation policy. Breaking defaults are called out in the changelog (5 of 20). Telemetry to PostHog (us.i.posthog.com) has been on by default since 0.10.0 on 10 April 2026. The configuration page discloses it with three ways to opt out, while the README doesn't mention it, and an open issue of 16 April 2026 reports that `error_message` can include file keys and node IDs, which the source's redaction (credentials only) doesn't cover (14 of 20). 30 + 8 + 5 + 14 = 57.",
          "checked": "2026-11-06"
        }
      ],
      "assessment": {
        "date": "2026-11-06",
        "basis": "public evidence",
        "confidence": "medium",
        "notes": {
          "ergonomics": "Two compact tools (25). Output is sized by `nodeId` and `depth`, and the default `tree` format drops default values and auto-generated layer names and deduplicates repeated styles and subtrees. No pagination, which a single-file read rarely needs (16 of 20). Errors are written for a model to recover from, with Figma's 403 body surfaced and guidance for wrong node IDs from prototype, branch and FigJam links, per the 0.12.0 changelog (16 of 20). `get_figma_data` carries readOnlyHint and `download_figma_images` openWorldHint, with no destructiveHint on the tool that writes files and no note on overwriting (14 of 20). Only `fileKey` is required and one npx line starts it, but there is no SDK, which a two-tool local server doesn't need (12 of 15). 25 + 16 + 16 + 14 + 12 = 83.",
          "maintenance": "Last release 0.13.2 on 18 June 2026, 141 days before this check (10). No release in the 90 days since 8 August (0). The maintainer merged his own pull requests through June and closed four outside pull requests between July and September, but the three open issues filed since May have no reply and seven outside pull requests from July to October are open without one (8 of 25). In the official MCP registry under the GitHub-verified namespace io.github.GLips, with 0.13.2 as the latest entry (15). CI and tests exist, and the MCP SDK is pinned at 1.29.0 with current dependencies (8 of 10). 10 + 0 + 8 + 15 + 8 = 41.",
          "payments": "By the self-hosted rule. A free MIT package with nothing to buy (20 + 20 + 20), and no payment protocol (0). Figma API use falls under the user's own Figma plan. 60.",
          "reliability": "Read with the local-software lines, because the server runs on the user's machine and calls the Figma REST API. Installs from the official npm package figma-developer-mcp, with Node 20.20 or later stated in package.json (20). A CI workflow runs prettier, eslint, a type check and the vitest suite, but only on pull requests, and the five newest runs (outside pull requests from 22 August to 2 October) all failed, so passing on the default branch couldn't be confirmed (15). Eight open issues, the oldest open one a 429 rate-limit thread from November 2025 with 30 comments, and nothing open that reports a crash in the current release (18). Release-please changelog with semver tags and breaking defaults called out, such as the switch to `tree` output in 0.13.0 (15). Version 0.13.2, below 1.0 and not declared stable (0). 20 + 15 + 18 + 15 + 0 = 68.",
          "schema": "Both tools have typed zod input schemas in src/mcp/tools, with regex checks on fileKey, nodeId and fileName (25). docs.framelink.ai serves llms.txt and a Markdown copy of each page (10). The tool reference explains what each tool returns and how the two chain through `imageDownloadArguments`, and the `depth` parameter says not to use it unless the user asks. The `get_figma_data` description itself is one line and says nothing about when not to call it (14 of 20). Required fields and patterns are typed, and `fileName` must end in .png, .svg or .gif, with no enum for output format at call time (13 of 15). Config and request examples in the docs, a documented `Error fetching file:` prefix and purpose-built 403 and 429 messages, but no list of error cases (10 of 15). Semver releases and a public changelog (15). 25 + 10 + 14 + 13 + 10 + 15 = 87.",
          "security": "The credential is the user's own Figma token. Figma personal access tokens are scoped and revocable, and the docs say `file_content:read` is the one scope the server needs. OAuth tokens are accepted but not refreshed, and the token is passed in the client config's args or env, not a URL (25 of 30). The server only reads Figma. Its one write is image files, confined to `--image-dir`, and `--skip-image-downloads` removes that tool; the local HTTP mode has no authentication of its own and binds 127.0.0.1 by default (16 of 20). Layer names and text written by collaborators reach the model as they are, and no prompt-injection guidance was found (3 of 15). Logs go to the local console only, with no per-call audit record (3 of 15). SECURITY.md asks for private reports through GitHub security advisories with a 48-hour acknowledgement. No security.txt, bug bounty or certification (8 of 20). 25 + 16 + 3 + 3 + 8 = 55.",
          "transparency": "MIT licence in the repository and on npm (30). No privacy policy or terms on framelink.ai or the docs. Design data goes from Figma to the local model client, and the docs describe what telemetry sends, but there is no data statement to agree with (8 of 30). No deprecation policy. Breaking defaults are called out in the changelog (5 of 20). Telemetry to PostHog (us.i.posthog.com) has been on by default since 0.10.0 on 10 April 2026. The configuration page discloses it with three ways to opt out, while the README doesn't mention it, and an open issue of 16 April 2026 reports that `error_message` can include file keys and node IDs, which the source's redaction (credentials only) doesn't cover (14 of 20). 30 + 8 + 5 + 14 = 57."
        },
        "sources": [
          {
            "what": "repository (shallow clone): tools, telemetry, CI, SECURITY.md, CHANGELOG",
            "url": "https://github.com/GLips/Figma-Context-MCP",
            "seen": "2026-11-06"
          },
          {
            "what": "npm package metadata and release times",
            "url": "https://registry.npmjs.org/figma-developer-mcp",
            "seen": "2026-11-06"
          },
          {
            "what": "npm weekly downloads",
            "url": "https://api.npmjs.org/downloads/point/last-week/figma-developer-mcp",
            "seen": "2026-11-06"
          },
          {
            "what": "configuration reference, including telemetry",
            "url": "https://docs.framelink.ai/configuration.md",
            "seen": "2026-11-06"
          },
          {
            "what": "authentication docs",
            "url": "https://docs.framelink.ai/authentication.md",
            "seen": "2026-11-06"
          },
          {
            "what": "MCP tools reference",
            "url": "https://docs.framelink.ai/tools.md",
            "seen": "2026-11-06"
          },
          {
            "what": "docs llms.txt",
            "url": "https://docs.framelink.ai/llms.txt",
            "seen": "2026-11-06"
          },
          {
            "what": "home page",
            "url": "https://www.framelink.ai/",
            "seen": "2026-11-06"
          },
          {
            "what": "official MCP registry entry",
            "url": "https://registry.modelcontextprotocol.io/v0/servers?search=figma",
            "seen": "2026-11-06"
          },
          {
            "what": "issues, pull requests and CI runs",
            "url": "https://api.github.com/repos/GLips/Figma-Context-MCP/issues?state=all",
            "seen": "2026-11-06"
          }
        ],
        "openQuestions": [
          "Whether CI passes on the default branch: the workflow runs only on pull requests and the latest runs were failing outside contributions.",
          "Whether the maintainer still answers: no reply was found on issues opened since May 2026, while the repository's pushed_at is 27 October 2026.",
          "The coming Framelink team product (early access on the home page) has no public docs or price."
        ]
      },
      "negative": 0,
      "verdict": "Two compact, typed tools return Figma layout and styles in a token-saving tree format and save image assets, with a read-only hint and a flag that removes the writing tool. There has been no release since 18 June 2026, issues and outside pull requests since July have gone unanswered, and telemetry is on by default.",
      "bestFor": "Reading a Figma frame into a coding agent to build matching UI.",
      "strengths": [
        "Two tools with zod input schemas and regex checks on file keys, node IDs and file names",
        "Compact `tree` output that deduplicates repeated styles and subtrees, with `nodeId` and `depth` to narrow a read",
        "Uses a Figma personal access token that needs only `file_content:read`, or a per-request token in HTTP mode",
        "MIT, in the official MCP registry under the maintainer's GitHub namespace, with a release-please changelog",
        "Docs publish llms.txt and a Markdown copy of each page, including a full tool reference"
      ],
      "weaknesses": [
        "Last release 0.13.2 on 18 June 2026, and still below 1.0",
        "The three open issues filed since May 2026 and seven outside pull requests since July have no reply",
        "PostHog telemetry is on by default, the README doesn't mention it, and an open issue says error messages can carry file keys and node IDs",
        "Read-only on Figma, so an agent cannot change a design through it",
        "No privacy policy, terms or named company on framelink.ai"
      ],
      "agentNotes": [
        "Pass the `node-id` from the Figma link as `nodeId` so the call returns one frame, not the whole file",
        "Leave `depth` unset unless the user asks, as the tool description says",
        "Set `--image-dir` to the project folder in stdio mode, or `--skip-image-downloads` when the task only reads",
        "Set `FRAMELINK_TELEMETRY=off` or `DO_NOT_TRACK=1` in the server's env if the user's policy forbids usage reporting",
        "On a 429 from Figma, wait and retry later; the limit is the user's Figma plan, not the server's"
      ],
      "metrics": {
        "kind": "local",
        "measured": false
      },
      "reviewCount": 0,
      "avgRating": 0,
      "history": [
        {
          "basis": "public evidence",
          "confidence": "medium",
          "grade": "B",
          "methodology": "0.7",
          "pending": [
            "performance",
            "tasks"
          ],
          "run": "2026-10-01",
          "runLabel": "October 2026 research run",
          "score": 66.1
        }
      ],
      "editorialScores": {
        "ergonomics": 83,
        "maintenance": 41,
        "payments": 60,
        "reliability": 68,
        "schema": 87,
        "security": 55,
        "transparency": 57
      },
      "provenanceScore": 37,
      "checked": {
        "categories": {
          "ergonomics": "2026-11-06",
          "maintenance": "2026-11-06",
          "payments": "2026-11-06",
          "reliability": "2026-11-06",
          "schema": "2026-11-06",
          "security": "2026-11-06",
          "transparency": "2026-11-06"
        },
        "last": "2026-11-06",
        "oldest": "2026-11-06",
        "stale": false,
        "staleAfterDays": 90
      },
      "scoreHistory": [
        {
          "date": "2026-11-06",
          "grade": "B",
          "kind": "listed",
          "method": "0.7",
          "score": 66.1
        }
      ]
    },
    "connect": {
      "install": "npx -y figma-developer-mcp --stdio",
      "config": {
        "mcpServers": {
          "Framelink_Figma_MCP": {
            "args": [
              "-y",
              "figma-developer-mcp",
              "--stdio"
            ],
            "command": "npx",
            "env": {
              "FIGMA_API_KEY": "YOUR-KEY"
            }
          }
        }
      }
    },
    "letme": {
      "capability": "https://letme.dev/design.files",
      "tool": "https://letme.dev/framelink-figma-mcp"
    },
    "notable": [
      "Two tools, `get_figma_data` (marked readOnlyHint) and `download_figma_images` (openWorldHint), with zod input schemas in src/mcp/tools (https://github.com/GLips/Figma-Context-MCP)",
      "`--skip-image-downloads` removes the only tool that writes, and `--image-dir` confines image writes to one directory (https://docs.framelink.ai/configuration.md)",
      "Anonymous PostHog telemetry has been on by default since 10 April 2026 (0.10.0), one event per tool call, turned off with `--no-telemetry`, `FRAMELINK_TELEMETRY=off` or `DO_NOT_TRACK` (https://docs.framelink.ai/configuration.md)",
      "Output defaults to a compact `tree` format since 0.13.0 on 18 June 2026, which deduplicates repeated styles and subtrees (https://github.com/GLips/Figma-Context-MCP/blob/main/CHANGELOG.md)",
      "Published in the official MCP registry as io.github.GLips/Figma-Context-MCP, latest 0.13.2 (https://registry.modelcontextprotocol.io/v0/servers?search=figma)"
    ],
    "area": "design-diagrams",
    "details": [
      {
        "label": "Surface listed",
        "value": "The figma-developer-mcp package (0.13.2) and its source at github.com/GLips/Figma-Context-MCP, read from a shallow clone, the npm registry, docs.framelink.ai and www.framelink.ai on 6 November 2026. The package was not installed or run"
      },
      {
        "label": "Tools",
        "value": "get_figma_data (fileKey required, nodeId and depth optional) and download_figma_images (fileKey and a nodes list with nodeId and fileName, writing PNG, SVG or GIF into the image directory)"
      },
      {
        "label": "Output formats",
        "value": "tree (default, built for LLMs), yaml or json, set at startup with `--format`"
      },
      {
        "label": "Other interfaces",
        "value": "A local HTTP server on port 3333 at /mcp, and a `fetch` CLI command that prints simplified design data without a server"
      },
      {
        "label": "Telemetry",
        "value": "PostHog at us.i.posthog.com, one event per tool call with timing, response shape and errors, Figma credentials scrubbed. Off with `--no-telemetry`, `FRAMELINK_TELEMETRY=off` or `DO_NOT_TRACK`"
      },
      {
        "label": "Relation to Figma",
        "value": "A community server, not Figma's. Figma's own server is listed separately as figma-mcp"
      }
    ],
    "provenance": {
      "legalEntity": "",
      "domain": "framelink.ai",
      "domainRegistered": "2025-03-22",
      "endpointOnVendorDomain": true,
      "terms": "",
      "privacy": "",
      "statusPage": "",
      "changelog": "https://github.com/GLips/Figma-Context-MCP/blob/main/CHANGELOG.md",
      "securityTxt": "none",
      "checked": "2026-11-06",
      "notes": [
        "No company is named on www.framelink.ai, whose footer reads only a copyright line. The repository, the npm package and the X account linked from the site belong to Graham Lipsman (GitHub GLips, npm glips, X glipsman).",
        "No terms of service or privacy policy linked from www.framelink.ai or docs.framelink.ai.",
        "www.framelink.ai/robots.txt sets no Disallow rules for our crawler. docs.framelink.ai/robots.txt allows all paths but /_next/ and /cdn-cgi/, with Content-Signal ai-train=yes, search=yes, ai-input=yes.",
        "RDAP gives framelink.ai a registration date of 22 March 2025.",
        "/.well-known/security.txt returns 404. SECURITY.md in the repository asks for private reports through GitHub security advisories, with acknowledgement within 48 hours."
      ],
      "score": 37,
      "checks": [
        {
          "check": "Legal entity named",
          "value": "not found",
          "points": 0,
          "max": 20,
          "state": "no"
        },
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