Fit Framework AI Agent
by ModelEngine-GroupFIT: 企业级AI开发框架，提供多语言函数引擎（FIT）、流式编排引擎（WaterFlow）及Java生态的LangChain替代方案（FEL）。原生/Spring双模运行，支持插件热插拔与智能聚散部署，无缝统一大模型与业务系统。
Fit Framework is an open-source ai agent by ModelEngine-Group, written mainly in Java, with 2,118 GitHub stars and the MIT license. Its code was last updated Mar 13, 2026.
Scan summary: scanned Nov 5, 2026 at commit e2f285d. Seen able to run dynamic code. Scan policy
ScannedScanned. The automated checks below ran on the commit shown. Read each line for what was and was not covered.
Full scan at
e2f285d · Nov 5, 2026 ScannedStatic, secrets and dependency checks completed with no critical findings.
Warning. This check found something worth reading in the findings below. It is not proof of a problem.Static code scanwarnWarning. This check found something worth reading in the findings below. It is not proof of a problem.
Flagged. This check found an issue. See the findings below.Secrets scanfailFlagged. This check found an issue. See the findings below.
Flagged. This check found an issue. See the findings below.Dependency audit323 known vulnerabilitiesfailFlagged. This check found an issue. See the findings below.
Warning. This check found something worth reading in the findings below. It is not proof of a problem.ManifestnonewarnWarning. This check found something worth reading in the findings below. It is not proof of a problem.
Not applicable. This check does not apply to this kind of project, or it was not run in this scan.Buildn/aNot applicable. This check does not apply to this kind of project, or it was not run in this scan.
Not applicable. This check does not apply to this kind of project, or it was not run in this scan.Boot & handshaken/aNot applicable. This check does not apply to this kind of project, or it was not run in this scan.
Not applicable. This check does not apply to this kind of project, or it was not run in this scan.Network egressn/aNot applicable. This check does not apply to this kind of project, or it was not run in this scan.
Not applicable. This check does not apply to this kind of project, or it was not run in this scan.Reproducible (×3)n/aNot applicable. This check does not apply to this kind of project, or it was not run in this scan.
Findings (36)
- highHigh. Something risky that needs a close look before you install.code-execution issueDetails are available to the maintainer after claiming this listing.
- highHigh. Something risky that needs a close look before you install.code-execution issueDetails are available to the maintainer after claiming this listing.
- highHigh. Something risky that needs a close look before you install.code-execution issueDetails are available to the maintainer after claiming this listing.
- highHigh. Something risky that needs a close look before you install.secrets issueDetails are available to the maintainer after claiming this listing.
- highHigh. Something risky that needs a close look before you install.dependencies issueDetails are available to the maintainer after claiming this listing.
- highHigh. Something risky that needs a close look before you install.dependencies issueDetails are available to the maintainer after claiming this listing.
- highHigh. Something risky that needs a close look before you install.dependencies issueDetails are available to the maintainer after claiming this listing.
- highHigh. Something risky that needs a close look before you install.dependencies issueDetails are available to the maintainer after claiming this listing.
- highHigh. Something risky that needs a close look before you install.dependencies issueDetails are available to the maintainer after claiming this listing.
- highHigh. Something risky that needs a close look before you install.dependencies issueDetails are available to the maintainer after claiming this listing.
- mediumMedium. Worth checking, often a vulnerable dependency or a setup problem.zod@4.1.8: 1 known vulnerabilityGHSA-mrhx-c7xc-m3w5
.opencode/bun.lock - mediumMedium. Worth checking, often a vulnerable dependency or a setup problem.langchain-core@0.3.81: 4 known vulnerabilitiesPYSEC-2026-2193, PYSEC-2026-2562, PYSEC-2026-2563, PYSEC-2026-2564
framework/fel/python/requirements.txt - mediumMedium. Worth checking, often a vulnerable dependency or a setup problem.llama-index@0.12.46: 1 known vulnerabilityPYSEC-2026-1556
framework/fel/python/requirements.txt - mediumMedium. Worth checking, often a vulnerable dependency or a setup problem.langchain@0.3.28: 2 known vulnerabilitiesPYSEC-2026-2192, PYSEC-2026-2555
framework/fel/python/requirements.txt - mediumMedium. Worth checking, often a vulnerable dependency or a setup problem.llama-index-core@0.12.52.post1: 1 known vulnerabilityPYSEC-2026-1562
framework/fel/python/requirements.txt - mediumMedium. Worth checking, often a vulnerable dependency or a setup problem.orjson@3.9.15: 1 known vulnerabilityPYSEC-2026-107
framework/fel/python/requirements.txt - mediumMedium. Worth checking, often a vulnerable dependency or a setup problem.pypdf@5.9.0: 67 known vulnerabilitiesPYSEC-2026-1827, PYSEC-2026-1828, PYSEC-2026-1829, PYSEC-2026-1830, PYSEC-2026-1831 +62 more
framework/fel/python/requirements.txt - mediumMedium. Worth checking, often a vulnerable dependency or a setup problem.io.netty:netty-codec-http@4.2.9.Final: 16 known vulnerabilitiesGHSA-38f8-5428-x5cv, GHSA-4mp9-239f-g9hg, GHSA-57rv-r2g8-2cj3, GHSA-6cqp-g7gg-8hr5, GHSA-6jqx-86gh-f27w +11 more
framework/fit/java/fit-builtin/plugins/fit-http-server-netty/pom.xml - mediumMedium. Worth checking, often a vulnerable dependency or a setup problem.com.fasterxml.jackson.core:jackson-core@2.21.1: 6 known vulnerabilitiesGHSA-7hhh-6rmp-j9qf, GHSA-p6pp-m3f8-5c89, GHSA-r7wm-3cxj-wff9, GHSA-7hhh-6rmp-j9qf, GHSA-p6pp-m3f8-5c89 +1 more
framework/fit/java/fit-builtin/plugins/fit-message-serializer-json-jackson/pom.xml - mediumMedium. Worth checking, often a vulnerable dependency or a setup problem.com.fasterxml.jackson.core:jackson-databind@2.21.1: 48 known vulnerabilitiesGHSA-3pjw-73gf-8qr5, GHSA-5gvw-p9qm-jgwh, GHSA-5hh8-q8hv-fr38, GHSA-5jmj-h7xm-6q6v, GHSA-9fxm-vc8v-hj55 +43 more
framework/fit/java/fit-builtin/plugins/fit-message-serializer-json-jackson/pom.xml - mediumMedium. Worth checking, often a vulnerable dependency or a setup problem.com.google.guava:guava@25.1-android: 3 known vulnerabilitiesGHSA-5mg8-w23w-74h3, GHSA-7g45-4rm6-3mm3, GHSA-xxph-c9ww-hj94
framework/fit/java/fit-maven-plugin/fit-dependency-maven-plugin/pom.xml - mediumMedium. Worth checking, often a vulnerable dependency or a setup problem.tornado@6.5: 17 known vulnerabilitiesPYSEC-2025-265, PYSEC-2025-266, PYSEC-2025-267, PYSEC-2026-140, PYSEC-2026-2287 +12 more
framework/fit/python/uv.lock - mediumMedium. Worth checking, often a vulnerable dependency or a setup problem.urllib3@2.6.3: 5 known vulnerabilitiesPYSEC-2026-141, PYSEC-2026-142, PYSEC-2026-4175, PYSEC-2026-4176, PYSEC-2026-4177
framework/fit/python/uv.lock - lowLow. Minor, or common in normal tools. Shown for information.Possible example credential in docs/tests: curl-auth-header
examples/fit-example/07-http-client-proxy/AUTH_USAGE_GUIDE.md:201 - lowLow. Minor, or common in normal tools. Shown for information.Possible example credential in docs/tests: curl-auth-header12 matches in this file
examples/fit-example/07-http-client-proxy/CURL_TEST_EXAMPLES.md:17 - lowLow. Minor, or common in normal tools. Shown for information.esbuild@0.27.3: 1 known vulnerabilityGHSA-g7r4-m6w7-qqqr
docker/sandbox/package-lock.json - lowLow. Minor, or common in normal tools. Shown for information.langchain-openai@0.3.28: 1 known vulnerabilityPYSEC-2026-76
framework/fel/python/requirements.txt - lowLow. Minor, or common in normal tools. Shown for information.idna@3.9.0: 1 known vulnerabilityPYSEC-2026-215
framework/fel/python/requirements.txt - lowLow. Minor, or common in normal tools. Shown for information.langchain-text-splitters@0.3.9: 1 known vulnerabilityPYSEC-2026-77
framework/fel/python/requirements.txt - lowLow. Minor, or common in normal tools. Shown for information.org.apache.logging.log4j:log4j-api@2.25.3: 2 known vulnerabilitiesGHSA-qv9r-c865-cp47, GHSA-qv9r-c865-cp47
framework/fit/java/fit-builtin/plugins/fit-logger/pom.xml - lowLow. Minor, or common in normal tools. Shown for information.org.apache.logging.log4j:log4j-core@2.25.3: 8 known vulnerabilitiesGHSA-3pxv-7cmr-fjr4, GHSA-445c-vh5m-36rj, GHSA-6hg6-v5c8-fphq, GHSA-h383-gmxw-35v2, GHSA-3pxv-7cmr-fjr4 +3 more
framework/fit/java/fit-builtin/plugins/fit-logger/pom.xml - lowLow. Minor, or common in normal tools. Shown for information.org.apache.commons:commons-lang3@3.8.1: 1 known vulnerabilityGHSA-j288-q9x7-2f5v
framework/fit/java/fit-maven-plugin/fit-dependency-maven-plugin/pom.xml - lowLow. Minor, or common in normal tools. Shown for information.org.codehaus.plexus:plexus-utils@3.3.1: 1 known vulnerabilityGHSA-6fmv-xxpf-w3cw
framework/fit/java/fit-maven-plugin/fit-dependency-maven-plugin/pom.xml - lowLow. Minor, or common in normal tools. Shown for information.idna@3.11: 1 known vulnerabilityPYSEC-2026-215
framework/fit/python/uv.lock - lowLow. Minor, or common in normal tools. Shown for information.requests@2.32.4: 1 known vulnerabilityPYSEC-2026-2275
framework/fit/python/uv.lock - lowLow. Minor, or common in normal tools. Shown for information.No manifest declaring network access and environment variables (agent.json)
Automated result for the commit shown. See our scan policy. View the scan log
Maintainers can claim the listing to rescan, or dispute a result.
Fit Framework alternatives
View more →Similar ai agents in Developer Tools, ranked by GitHub stars. Compare licence, recent activity and scan status before you choose.
| Name | Stars | Licence | Last updated | Scan |
|---|---|---|---|---|
| Fit Framework (this page) ModelEngine-Group | 2.1k | MIT | Mar 13, 2026 | Scanned, no flagged issues |
| Deepseek Harness deepseek-ai | 268k | MIT | Oct 30, 2026 | Scanned, no flagged issues |
| Ponytail DietrichGebert | 182k | MIT | Oct 29, 2026 | Scanned, no flagged issues |
| Orca stablyai | 112k | MIT | Nov 1, 2026 | Scanned, no flagged issues |
| Deer Flow bytedance | 85k | MIT | Nov 1, 2026 | Scanned, no flagged issues |
| Ruflo ruvnet | 80k | MIT | Nov 1, 2026 | Scanned, no flagged issues |