ScienceClaw MCP Server by beita6969

by beita6969• 1k•• Scanned•Claim this listing•Request removal
Research & Analysisaiai agentbioinformaticsliterature reviewllm

Verifiable program-level self-evolution for AI-for-Science agents: Skills and typed Operators grow from replay-verified executions.

ScienceClaw is an open-source mcp server by beita6969, written mainly in TypeScript, with 1,024 GitHub stars and the MIT license. Its code was last updated Oct 31, 2026.

Scan summary: scanned Nov 5, 2026 at commit 6a9907d. Seen able to run dynamic code, read environment and secrets, connect to the internet. Scan policy

Scanned
Full scan at 6a9907d · Nov 5, 2026
Scanned
Static code scanwarn
Secrets scanfail
Dependency audit82 known vulnerabilitiesfail
Manifestnonewarn
Buildfail
Boot & handshaken/a
Network egressn/a
Reproducible (×3)n/a

Findings (160)

  • high
    exfiltration issue
    Details are available to the maintainer after claiming this listing.
  • high
    exfiltration issue
    Details are available to the maintainer after claiming this listing.
  • high
    credential-access issue
    Details are available to the maintainer after claiming this listing.
  • high
    credential-access issue
    Details are available to the maintainer after claiming this listing.
  • high
    credential-access issue
    Details are available to the maintainer after claiming this listing.
  • high
    credential-access issue
    Details are available to the maintainer after claiming this listing.
  • high
    code-execution issue
    Details are available to the maintainer after claiming this listing.
  • high
    code-execution issue
    Details are available to the maintainer after claiming this listing.
  • high
    exfiltration issue
    Details are available to the maintainer after claiming this listing.
  • high
    exfiltration issue
    Details are available to the maintainer after claiming this listing.
  • high
    miner issue
    Details are available to the maintainer after claiming this listing.
  • high
    miner issue
    Details are available to the maintainer after claiming this listing.
  • high
    miner issue
    Details are available to the maintainer after claiming this listing.
  • high
    miner issue
    Details are available to the maintainer after claiming this listing.
  • high
    miner issue
    Details are available to the maintainer after claiming this listing.
  • high
    secrets issue
    Details are available to the maintainer after claiming this listing.
  • high
    secrets issue
    Details are available to the maintainer after claiming this listing.
  • high
    secrets issue
    Details are available to the maintainer after claiming this listing.
  • high
    secrets issue
    Details are available to the maintainer after claiming this listing.
  • high
    secrets issue
    Details are available to the maintainer after claiming this listing.
  • high
    secrets issue
    Details are available to the maintainer after claiming this listing.
  • high
    dependencies issue
    Details are available to the maintainer after claiming this listing.
  • high
    dependencies issue
    Details are available to the maintainer after claiming this listing.
  • high
    dependencies issue
    Details are available to the maintainer after claiming this listing.
  • high
    dependencies issue
    Details are available to the maintainer after claiming this listing.
  • medium
    Deserializes data with pickle/marshal, which can execute code.
    packages/scienceclaw/scienceclaw/evolution/operator_abstraction.py:62
  • medium
    Deserializes data with pickle/marshal, which can execute code.
    packages/scienceclaw/scienceclaw/runtime/node_worker.py:246
  • medium
    Deserializes data with pickle/marshal, which can execute code.
    packages/scienceclaw/scienceclaw/runtime/values.py:47
  • medium
    Deserializes data with pickle/marshal, which can execute code.
    packages/scienceclaw/scilib/hippo_unet.py:93
  • medium
    Deserializes data with pickle/marshal, which can execute code.
    packages/scienceclaw/scilib/phenoseg_sam.py:104
  • medium
    filelock@3.24.3: 9 known vulnerabilities
    GHSA-567q-5qvw-pf92, GHSA-69hj-f68j-2879, GHSA-8mx5-7m5m-r77g, GHSA-9vhv-jxww-xfm5, GHSA-cwqr-hh33-gh44 +4 more
    mcp-servers/arxiv-latex-mcp/uv.lock
  • medium
    mcp@1.26.0: 7 known vulnerabilities
    PYSEC-2026-3481, PYSEC-2026-3482, PYSEC-2026-3483, GHSA-5h93-6whr-6q8j, GHSA-84m7-p3x7-pcfv +2 more
    mcp-servers/arxiv-latex-mcp/uv.lock
  • medium
    python-multipart@0.0.22: 6 known vulnerabilities
    PYSEC-2026-3036, PYSEC-2026-3037, PYSEC-2026-3038, PYSEC-2026-3039, PYSEC-2026-3040 +1 more
    mcp-servers/arxiv-latex-mcp/uv.lock
  • medium
    starlette@0.52.1: 5 known vulnerabilities
    PYSEC-2026-161, PYSEC-2026-2280, PYSEC-2026-2281, PYSEC-2026-248, PYSEC-2026-249
    mcp-servers/arxiv-latex-mcp/uv.lock
  • medium
    urllib3@2.6.3: 5 known vulnerabilities
    PYSEC-2026-141, PYSEC-2026-142, PYSEC-2026-4175, PYSEC-2026-4176, PYSEC-2026-4177
    mcp-servers/arxiv-latex-mcp/uv.lock
  • medium
    Install or build failed in a clean environment
    n incorrect (and potentially broken) dependency resolution. npm error npm error npm error For a full report see: npm error /tmp/home/.npm/_logs/2026-11-05T19_52_44_937Z-eresolve-report.txt npm error A complete log of this run can be found in: /tmp/home/.npm/_logs/2026-11-05T19_52_44_937Z-debug-0.log
  • low
    In tests/examples/docs: Sends data to a paste site, webhook catcher or chat webhook — common exfiltration channels.
    extensions/voice-call/src/webhook-security.test.ts:509
  • low
    In tests/examples/docs: Sends data to a paste site, webhook catcher or chat webhook — common exfiltration channels.
    extensions/voice-call/src/webhook-security.test.ts:518
  • low
    In tests/examples/docs: Sends data to a paste site, webhook catcher or chat webhook — common exfiltration channels.
    extensions/voice-call/src/webhook-security.test.ts:526
  • low
    In tests/examples/docs: Sends data to a paste site, webhook catcher or chat webhook — common exfiltration channels.
    extensions/voice-call/src/webhook-security.test.ts:549
  • low
    In tests/examples/docs: Touches a sensitive credential location (SSH keys, cloud credentials, browser data or wallets). Expected for some tools, such as browser automation; check why.
    src/acp/client.test.ts:373
  • low
    In tests/examples/docs: Touches a sensitive credential location (SSH keys, cloud credentials, browser data or wallets). Expected for some tools, such as browser automation; check why.
    src/acp/client.test.ts:378
  • low
    In tests/examples/docs: Touches a sensitive credential location (SSH keys, cloud credentials, browser data or wallets). Expected for some tools, such as browser automation; check why.
    src/acp/client.test.ts:418
  • low
    In tests/examples/docs: Touches a sensitive credential location (SSH keys, cloud credentials, browser data or wallets). Expected for some tools, such as browser automation; check why.
    src/acp/client.test.ts:449
  • low
    In tests/examples/docs: Touches a sensitive credential location (SSH keys, cloud credentials, browser data or wallets). Expected for some tools, such as browser automation; check why.
    src/acp/client.test.ts:454
  • low
    In tests/examples/docs: Contacts a hard-coded IP address instead of a domain name.
    src/agents/openclaw-tools.camera.test.ts:297
  • low
    In tests/examples/docs: Contacts a hard-coded IP address instead of a domain name.
    src/agents/openclaw-tools.camera.test.ts:321
  • low
    In tests/examples/docs: Contacts a hard-coded IP address instead of a domain name.
    src/agents/openclaw-tools.camera.test.ts:344
  • low
    In tests/examples/docs: Contacts a hard-coded IP address instead of a domain name.
    src/agents/openclaw-tools.camera.test.ts:366
  • low
    In tests/examples/docs: Downloads a script and pipes it straight into a shell (often an installer command shown to users; check where it runs).
    src/agents/skills-install.test.ts:90
  • low
    In tests/examples/docs: Contacts a hard-coded IP address instead of a domain name.
    src/browser/pw-session.create-page.navigation-guard.test.ts:95
  • low
    In tests/examples/docs: Contacts a hard-coded IP address instead of a domain name.
    src/browser/pw-session.create-page.navigation-guard.test.ts:99
  • low
    In tests/examples/docs: Contacts a hard-coded IP address instead of a domain name.
    src/browser/pw-session.create-page.navigation-guard.test.ts:109
  • low
    In tests/examples/docs: Contacts a hard-coded IP address instead of a domain name.
    src/browser/pw-tools-core.snapshot.navigate-guard.test.ts:83
  • low
    In tests/examples/docs: Contacts a hard-coded IP address instead of a domain name.
    src/browser/pw-tools-core.snapshot.navigate-guard.test.ts:87
  • low
    In tests/examples/docs: Contacts a hard-coded IP address instead of a domain name.
    src/browser/pw-tools-core.snapshot.navigate-guard.test.ts:95
  • low
    In tests/examples/docs: Contacts a hard-coded IP address instead of a domain name.
    src/browser/pw-tools-core.snapshot.navigate-guard.test.ts:101
  • low
    In tests/examples/docs: Sends data to a paste site, webhook catcher or chat webhook — common exfiltration channels.
    src/channels/telegram/api.test.ts:53
  • low
    In tests/examples/docs: Contacts a hard-coded IP address instead of a domain name.
    src/cli/nodes-camera.test.ts:119
  • low
    In tests/examples/docs: Contacts a hard-coded IP address instead of a domain name.
    src/cli/nodes-camera.test.ts:144
  • low
    In tests/examples/docs: Contacts a hard-coded IP address instead of a domain name.
    src/cli/nodes-camera.test.ts:154
  • low
    In tests/examples/docs: Contacts a hard-coded IP address instead of a domain name.
    src/cli/nodes-camera.test.ts:169
  • low
    In tests/examples/docs: Contacts a hard-coded IP address instead of a domain name.
    src/cli/nodes-camera.test.ts:174
  • low
    In tests/examples/docs: Contacts a hard-coded IP address instead of a domain name.
    src/cli/nodes-camera.test.ts:183
  • low
    In tests/examples/docs: Contacts a hard-coded IP address instead of a domain name.
    src/cli/nodes-camera.test.ts:189
  • low
    In tests/examples/docs: Contacts a hard-coded IP address instead of a domain name.
    src/cli/nodes-camera.test.ts:218
  • low
    In tests/examples/docs: Contacts a hard-coded IP address instead of a domain name.
    src/commands/onboard-helpers.test.ts:102
  • low
    In tests/examples/docs: Touches a sensitive credential location (SSH keys, cloud credentials, browser data or wallets). Expected for some tools, such as browser automation; check why.
    src/config/includes.test.ts:439
  • low
    In tests/examples/docs: Contacts a hard-coded IP address instead of a domain name.
    src/gateway/origin-check.test.ts:80
  • low
    In tests/examples/docs: Contacts a hard-coded IP address instead of a domain name.
    src/gateway/origin-check.test.ts:98
  • low
    In tests/examples/docs: Contacts a hard-coded IP address instead of a domain name.
    src/gateway/server.models-voicewake-misc.test.ts:382
  • low
    In tests/examples/docs: Downloads a script and pipes it straight into a shell (often an installer command shown to users; check where it runs).
    src/infra/exec-obfuscation-detect.test.ts:76
  • low
    In tests/examples/docs: Downloads a script and pipes it straight into a shell (often an installer command shown to users; check where it runs).
    src/infra/exec-obfuscation-detect.test.ts:83
  • low
    In tests/examples/docs: Downloads a script and pipes it straight into a shell (often an installer command shown to users; check where it runs).
    src/infra/exec-obfuscation-detect.test.ts:90
  • low
    In tests/examples/docs: Downloads a script and pipes it straight into a shell (often an installer command shown to users; check where it runs).
    src/infra/exec-obfuscation-detect.test.ts:96
  • low
    In tests/examples/docs: Contacts a hard-coded IP address instead of a domain name.
    src/infra/net/fetch-guard.ssrf.test.ts:96
  • low
    In tests/examples/docs: Contacts a hard-coded IP address instead of a domain name.
    src/infra/net/fetch-guard.ssrf.test.ts:106
  • low
    In tests/examples/docs: Contacts a hard-coded IP address instead of a domain name.
    src/link-understanding/detect.test.ts:44
  • low
    In tests/examples/docs: Contacts a hard-coded IP address instead of a domain name.
    src/link-understanding/detect.test.ts:45
  • low
    In tests/examples/docs: Contacts a hard-coded IP address instead of a domain name.
    src/link-understanding/detect.test.ts:52
  • low
    In tests/examples/docs: Contacts a hard-coded IP address instead of a domain name.
    src/link-understanding/detect.test.ts:66
  • low
    In tests/examples/docs: Contacts a hard-coded IP address instead of a domain name.
    src/link-understanding/detect.test.ts:66
  • low
    In tests/examples/docs: Sends data to a paste site, webhook catcher or chat webhook — common exfiltration channels.
    src/logging/redact.test.ts:54
  • low
    In tests/examples/docs: Sends data to a paste site, webhook catcher or chat webhook — common exfiltration channels.
    src/logging/redact.test.ts:59
  • low
    In tests/examples/docs: Executes dynamically built code (eval / new Function / vm).
    src/plugin-sdk/root-alias.test.ts:32
  • low
    In tests/examples/docs: Downloads a script and pipes it straight into a shell (often an installer command shown to users; check where it runs).
    src/plugins/install.test.ts:559
  • low
    In tests/examples/docs: Downloads a script and pipes it straight into a shell (often an installer command shown to users; check where it runs).
    src/plugins/install.test.ts:582
  • low
    In tests/examples/docs: Downloads a script and pipes it straight into a shell (often an installer command shown to users; check where it runs).
    src/security/audit.test.ts:206
  • low
    In tests/examples/docs: Downloads a script and pipes it straight into a shell (often an installer command shown to users; check where it runs).
    src/security/audit.test.ts:223
  • low
    In tests/examples/docs: Downloads a script and pipes it straight into a shell (often an installer command shown to users; check where it runs).
    src/security/external-content.test.ts:327
  • low
    In tests/examples/docs: Sends data to a paste site, webhook catcher or chat webhook — common exfiltration channels.
    src/telegram/fetch.test.ts:109
  • low
    In tests/examples/docs: Sends data to a paste site, webhook catcher or chat webhook — common exfiltration channels.
    src/telegram/fetch.test.ts:134
  • low
    In tests/examples/docs: Sends data to a paste site, webhook catcher or chat webhook — common exfiltration channels.
    src/telegram/fetch.test.ts:161
  • low
    In tests/examples/docs: Sends data to a paste site, webhook catcher or chat webhook — common exfiltration channels.
    src/telegram/fetch.test.ts:192
  • low
    In tests/examples/docs: Sends data to a paste site, webhook catcher or chat webhook — common exfiltration channels.
    src/telegram/fetch.test.ts:222
  • low
    In tests/examples/docs: Sends data to a paste site, webhook catcher or chat webhook — common exfiltration channels.
    src/telegram/fetch.test.ts:254
  • low
    In tests/examples/docs: Sends data to a paste site, webhook catcher or chat webhook — common exfiltration channels.
    src/telegram/fetch.test.ts:257
  • low
    In tests/examples/docs: Sends data to a paste site, webhook catcher or chat webhook — common exfiltration channels.
    src/telegram/fetch.test.ts:287
  • low
    In tests/examples/docs: Sends data to a paste site, webhook catcher or chat webhook — common exfiltration channels.
    src/telegram/fetch.test.ts:290
  • low
    In tests/examples/docs: Sends data to a paste site, webhook catcher or chat webhook — common exfiltration channels.
    src/telegram/fetch.test.ts:323
  • low
    In tests/examples/docs: Sends data to a paste site, webhook catcher or chat webhook — common exfiltration channels.
    src/telegram/fetch.test.ts:324
  • low
    In tests/examples/docs: Sends data to a paste site, webhook catcher or chat webhook — common exfiltration channels.
    src/telegram/fetch.test.ts:361
  • low
    In tests/examples/docs: Sends data to a paste site, webhook catcher or chat webhook — common exfiltration channels.
    src/telegram/fetch.test.ts:362
  • low
    In tests/examples/docs: Sends data to a paste site, webhook catcher or chat webhook — common exfiltration channels.
    src/telegram/fetch.test.ts:398
  • low
    In tests/examples/docs: Sends data to a paste site, webhook catcher or chat webhook — common exfiltration channels.
    src/telegram/fetch.test.ts:399
  • low
    In tests/examples/docs: Sends data to a paste site, webhook catcher or chat webhook — common exfiltration channels.
    src/telegram/fetch.test.ts:436
  • low
    In tests/examples/docs: Sends data to a paste site, webhook catcher or chat webhook — common exfiltration channels.
    src/telegram/fetch.test.ts:437
  • low
    In tests/examples/docs: Sends data to a paste site, webhook catcher or chat webhook — common exfiltration channels.
    src/telegram/fetch.test.ts:465
  • low
    In tests/examples/docs: Sends data to a paste site, webhook catcher or chat webhook — common exfiltration channels.
    src/telegram/fetch.test.ts:466
  • low
    In tests/examples/docs: Sends data to a paste site, webhook catcher or chat webhook — common exfiltration channels.
    src/telegram/fetch.test.ts:509
  • low
    In tests/examples/docs: Sends data to a paste site, webhook catcher or chat webhook — common exfiltration channels.
    src/telegram/fetch.test.ts:535
  • low
    In tests/examples/docs: Sends data to a paste site, webhook catcher or chat webhook — common exfiltration channels.
    src/telegram/fetch.test.ts:536
  • low
    In tests/examples/docs: Sends data to a paste site, webhook catcher or chat webhook — common exfiltration channels.
    src/telegram/fetch.test.ts:577
  • low
    In tests/examples/docs: Sends data to a paste site, webhook catcher or chat webhook — common exfiltration channels.
    src/telegram/fetch.test.ts:609
  • low
    In tests/examples/docs: Sends data to a paste site, webhook catcher or chat webhook — common exfiltration channels.
    src/telegram/fetch.test.ts:612
  • low
    In tests/examples/docs: Sends data to a paste site, webhook catcher or chat webhook — common exfiltration channels.
    src/telegram/fetch.test.ts:645
  • low
    In tests/examples/docs: Sends data to a paste site, webhook catcher or chat webhook — common exfiltration channels.
    src/telegram/fetch.test.ts:668
  • low
    In tests/examples/docs: Sends data to a paste site, webhook catcher or chat webhook — common exfiltration channels.
    src/telegram/fetch.test.ts:669
  • low
    In tests/examples/docs: Sends data to a paste site, webhook catcher or chat webhook — common exfiltration channels.
    src/telegram/proxy.test.ts:40
  • low
    In tests/examples/docs: Sends data to a paste site, webhook catcher or chat webhook — common exfiltration channels.
    src/telegram/proxy.test.ts:44
  • low
    Possible example credential in docs/tests: curl-auth-header
    2 matches in this file
    docs/gateway/openai-http-api.md:110
  • low
    Possible example credential in docs/tests: discord-client-id
    docs/concepts/session.md:255
  • low
    Possible example credential in docs/tests: curl-auth-header
    2 matches in this file
    docs/gateway/openresponses-http-api.md:332
  • low
    Possible example credential in docs/tests: curl-auth-header
    docs/gateway/tools-invoke-http-api.md:102
  • low
    Possible example credential in docs/tests: discord-client-id
    docs/zh-CN/concepts/session.md:117
  • low
    Possible example credential in docs/tests: curl-auth-header
    2 matches in this file
    docs/zh-CN/gateway/openai-http-api.md:103
  • low
    Possible example credential in docs/tests: curl-auth-header
    docs/zh-CN/gateway/tools-invoke-http-api.md:84
  • low
    Possible example credential in docs/tests: curl-auth-header
    docs/providers/litellm.md:136
  • low
    Possible example credential in docs/tests: discord-client-id
    2 matches in this file
    docs/zh-CN/gateway/configuration.md:2683
  • low
    Possible example credential in docs/tests: curl-auth-header
    2 matches in this file
    docs/zh-CN/gateway/openresponses-http-api.md:295
  • low
    Possible example credential in docs/tests: discord-client-id
    docs/gateway/configuration-reference.md:1470
  • low
    Possible example credential in docs/tests: generic-api-key
    extensions/feishu/src/media.test.ts:311
  • low
    Possible example credential in docs/tests: generic-api-key
    extensions/nostr/src/channel.test.ts:48
  • low
    Possible example credential in docs/tests: generic-api-key
    extensions/nostr/src/nostr-profile.test.ts:14
  • low
    Possible example credential in docs/tests: generic-api-key
    extensions/nostr/src/nostr-profile.fuzz.test.ts:11
  • low
    Possible example credential in docs/tests: generic-api-key
    extensions/nostr/src/channel.outbound.test.ts:54
  • low
    Possible example credential in docs/tests: generic-api-key
    extensions/nostr/src/nostr-bus.test.ts:11
  • low
    Possible example credential in docs/tests: generic-api-key
    extensions/nostr/src/types.test.ts:4
  • low
    Possible example credential in docs/tests: generic-api-key
    2 matches in this file
    extensions/twitch/src/probe.test.ts:56
  • low
    Possible example credential in docs/tests: generic-api-key
    1327 matches in this file
    docs/.i18n/zh-CN.tm.jsonl:1
  • low
    Possible example credential in docs/tests: discord-client-id
    src/auto-reply/command-control.test.ts:370
  • low
    Possible example credential in docs/tests: generic-api-key
    src/auto-reply/reply.directive.directive-behavior.prefers-alias-matches-fuzzy-selection-is-ambiguous.test.ts:257
  • low
    Possible example credential in docs/tests: generic-api-key
    4 matches in this file
    src/config/env-preserve-io.test.ts:75
  • low
    Possible example credential in docs/tests: generic-api-key
    src/cron/isolated-agent.auth-profile-propagation.test.ts:38
  • low
    Possible example credential in docs/tests: discord-client-secret
    src/discord/accounts.test.ts:2
  • low
    Possible example credential in docs/tests: private-key
    src/gateway/client.watchdog.test.ts:90
  • low
    Possible example credential in docs/tests: generic-api-key
    7 matches in this file
    src/config/redact-snapshot.test.ts:95
  • low
    Possible example credential in docs/tests: generic-api-key
    5 matches in this file
    src/logging/redact.test.ts:8
  • low
    Possible example credential in docs/tests: private-key
    src/logging/redact.test.ts:73
  • low
    Possible example credential in docs/tests: discord-client-id
    src/security/audit.test.ts:2338
  • low
    github.com/sparkle-project/Sparkle@2.9.0: 2 known vulnerabilities
    GHSA-g3hp-f6mg-559v, GHSA-hg88-v3cw-3qrh
    apps/macos/Package.resolved
  • low
    idna@3.11: 1 known vulnerability
    PYSEC-2026-215
    mcp-servers/arxiv-latex-mcp/uv.lock
  • low
    pydantic-settings@2.13.1: 1 known vulnerability
    GHSA-4xgf-cpjx-pc3j
    mcp-servers/arxiv-latex-mcp/uv.lock
  • low
    pygments@2.19.2: 1 known vulnerability
    PYSEC-2026-2987
    mcp-servers/arxiv-latex-mcp/uv.lock
  • low
    python-dotenv@1.2.1: 1 known vulnerability
    PYSEC-2026-2270
    mcp-servers/arxiv-latex-mcp/uv.lock
  • low
    requests@2.32.5: 1 known vulnerability
    PYSEC-2026-2275
    mcp-servers/arxiv-latex-mcp/uv.lock
  • low
    github.com/yuin/goldmark@1.7.8: 1 known vulnerability
    GO-2026-5320
    scripts/docs-i18n/go.mod
  • low
    golang.org/x/net@0.50.0: 16 known vulnerabilities
    GO-2026-4559, GO-2026-4918, GO-2026-5025, GO-2026-5026, GO-2026-5027 +11 more
    scripts/docs-i18n/go.mod
  • low
    package.json has a prepare script
    command -v git >/dev/null 2>&1 && git rev-parse --is-inside-work-tree >/dev/null 2>&1 && git config core.hooksPath git-hooks || exit 0
    package.json
  • low
    No manifest declaring network access and environment variables (agent.json)

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